# Welcome to Limy

Welcome to **Limy Help Center** 

This documentation hub is your starting point for understanding how **Limy** works and how to use it effectively. Here you’ll find clear, practical guides covering everything from onboarding and integrations to analytics, attribution, and optimization across AI search engines like ChatGPT, Gemini, and Perplexity.

### What is Limy? <a href="#what-is-limy" id="what-is-limy"></a>

Limy.ai is a visibility and intelligence platform built for the agentic web - the new ecosystem where AI systems like ChatGPT, Perplexity, and Gemini actively browse, interpret, and reference online content.

Limy helps companies understand how AI models perceive their brand, which pages AI bots visit, and how their information is being used to answer user prompts across AI search engines.

Inspired by the shift toward AI-driven discovery, Limy was built to give brands a clear picture of their presence in AI results and provide actionable guidance to improve visibility.

### Jump Right In

<table data-view="cards"><thead><tr><th></th><th></th><th></th><th data-hidden data-card-cover data-type="files"></th><th data-hidden></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-type="content-ref"></th></tr></thead><tbody><tr><td><h4><i class="fa-rocket-launch">:rocket-launch:</i></h4><p><strong>Onboarding</strong></p></td><td><p>Get started with Limy</p><p></p></td><td></td><td></td><td></td><td><a href="/pages/pMUlMZKzCdRmGtedDtRZ">/pages/pMUlMZKzCdRmGtedDtRZ</a></td><td><a href="/pages/Su2LD4fnmEWAewyrlPar">/pages/Su2LD4fnmEWAewyrlPar</a></td></tr><tr><td><h4><i class="fa-window">:window:</i></h4><p><strong>Dashboard</strong></p></td><td>AI visibility overview and trends</td><td></td><td></td><td></td><td><a href="/pages/zvAo0PqGoHB0jD6cIqqe">/pages/zvAo0PqGoHB0jD6cIqqe</a></td><td><a href="/pages/zvAo0PqGoHB0jD6cIqqe">/pages/zvAo0PqGoHB0jD6cIqqe</a></td></tr><tr><td><h4><i class="fa-magnifying-glass">:magnifying-glass:</i></h4></td><td><strong>Intelligence</strong></td><td>AI visibility intelligence</td><td></td><td></td><td><a href="/pages/pXzD0nsHefEn3YNbc5ZX">/pages/pXzD0nsHefEn3YNbc5ZX</a></td><td><a href="/pages/pXzD0nsHefEn3YNbc5ZX">/pages/pXzD0nsHefEn3YNbc5ZX</a></td></tr><tr><td><p><i class="fa-star-shooting">:star-shooting:</i></p><p><strong>Recommendations</strong></p></td><td>Actions to improve AI visibility</td><td></td><td></td><td></td><td><a href="/pages/gmoGqyn3MEyL4EHD8cj0">/pages/gmoGqyn3MEyL4EHD8cj0</a></td><td><a href="/pages/gmoGqyn3MEyL4EHD8cj0">/pages/gmoGqyn3MEyL4EHD8cj0</a></td></tr><tr><td><h4><i class="fa-chart-mixed">:chart-mixed:</i></h4></td><td><strong>Monitoring</strong></td><td><p>Measure AI traffic and impact</p><p></p></td><td></td><td></td><td><a href="/pages/TqFqtwNJ5aHW2VPaSdr9">/pages/TqFqtwNJ5aHW2VPaSdr9</a></td><td><a href="/pages/TqFqtwNJ5aHW2VPaSdr9">/pages/TqFqtwNJ5aHW2VPaSdr9</a></td></tr></tbody></table>

### Account & Subscription

<table data-view="cards"><thead><tr><th></th><th></th><th></th><th data-hidden data-card-cover data-type="files"></th><th data-hidden></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-type="content-ref"></th></tr></thead><tbody><tr><td><h4><i class="fa-globe-pointer">:globe-pointer:</i></h4><p><strong>General</strong></p></td><td>Platform concepts and guidance</td><td></td><td></td><td></td><td><a href="/pages/jv7vGE1ItfjpcMtcArDq">/pages/jv7vGE1ItfjpcMtcArDq</a></td><td><a href="/pages/jv7vGE1ItfjpcMtcArDq">/pages/jv7vGE1ItfjpcMtcArDq</a></td></tr><tr><td><i class="fa-receipt">:receipt:</i><br><strong>Plans &#x26; Billing</strong></td><td>Subscription management</td><td></td><td></td><td></td><td><a href="/pages/R3VEWqWGaYfNPpXDeYjU">/pages/R3VEWqWGaYfNPpXDeYjU</a></td><td></td></tr><tr><td><h4><i class="fa-gears">:gears:</i></h4><p><strong>Settings</strong></p></td><td>Workspace and brand configuration</td><td></td><td></td><td></td><td><a href="/pages/8S0rCPnznnzHicO5yiok">/pages/8S0rCPnznnzHicO5yiok</a></td><td><a href="/pages/1yBjpt1M5rHVBBSlDhvL">/pages/1yBjpt1M5rHVBBSlDhvL</a></td></tr><tr><td><h4><i class="fa-hexagon-check">:hexagon-check:</i></h4></td><td><strong>Trust Center</strong></td><td>Security and compliance details</td><td></td><td></td><td><a href="https://github.com/GitbookIO/gitbook-templates/blob/main/product-docs/broken-reference/README.md">https://github.com/GitbookIO/gitbook-templates/blob/main/product-docs/broken-reference/README.md</a></td><td></td></tr></tbody></table>

### Popular Articles

<table data-view="cards"><thead><tr><th></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><strong>How Limy Generates Prompts</strong></td><td><a href="/pages/5MMZ2BXUk6D9mEVfmg0g">/pages/5MMZ2BXUk6D9mEVfmg0g</a></td></tr><tr><td><strong>Recommendation Feed</strong></td><td><a href="/pages/ZgNtnzfIPFGaLSoQAEFw">/pages/ZgNtnzfIPFGaLSoQAEFw</a></td></tr><tr><td><strong>Source Analysis</strong></td><td><a href="/pages/TzGDW81lHXDTZ9XHnHSe">/pages/TzGDW81lHXDTZ9XHnHSe</a></td></tr><tr><td><strong>Bot Monitor</strong></td><td><a href="/pages/bpA7NCiX20OphMSI262Z">/pages/bpA7NCiX20OphMSI262Z</a></td></tr><tr><td><strong>Attribution</strong></td><td><a href="/pages/va37M8uK82qZl0pbxr4O">/pages/va37M8uK82qZl0pbxr4O</a></td></tr><tr><td><strong>Prompt Deep Analysis</strong></td><td><a href="/pages/rhIt0brSQ0hkz06ZZFn1">/pages/rhIt0brSQ0hkz06ZZFn1</a></td></tr></tbody></table>

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.<br>


# Intro to Limy

This article explains what Limy is, how it works, and how you can use it to understand and improve your brand’s visibility across AI-generated search results.

### What is Limy? <a href="#what-is-limy" id="what-is-limy"></a>

Limy.ai is a visibility and intelligence platform built for the agentic web - the new ecosystem where AI systems like ChatGPT, Perplexity, and Gemini actively browse, interpret, and reference online content.

Limy helps companies understand how AI models perceive their brand, which pages AI bots visit, and how their information is being used to answer user prompts across AI search engines.

Inspired by the shift toward AI-driven discovery, Limy was built to give brands a clear picture of their presence in AI results and provide actionable guidance to improve visibility.

***

### Prompts: How AI Search Is Analyzed

Prompts represent the questions users ask AI systems when researching products, brands, or topics. Limy generates and analyzes prompts based on your industry, topics, and target personas.

For each prompt, Limy analyzes the AI-generated answer, brand mentions, competitor presence, sentiment, and sources. This allows you to understand where your brand appears, where gaps exist, and why AI systems respond the way they do.

***

### What Limy Measures

Limy measures AI visibility across key dimensions, including overall brand visibility, market share versus competitors, prompt coverage, sentiment, and the sources influencing AI-generated answers.

Together, these metrics provide a clear view of your brand’s position inside AI-driven discovery.

***

### Recommendations: Turning Insights into Action

Based on visibility gaps, competitor behavior, and source patterns, Limy generates tailored recommendations to help improve coverage, relevance, and positioning across AI systems.

Each recommendation explains what to improve, why it matters, and how to implement it, allowing teams to move from insight to execution.

***

### Limy Analytics: From AI Behavior to Outcomes

Limy Analytics connects how AI systems ingest content with how users behave after discovering your brand through AI-generated answers.

* **Bot Monitor** shows how AI agents crawl and interpret your content
* **Limy Pixel** tracks user behavior from AI-driven traffic
* **Attribution** connects AI discovery to conversions and business impact

### What is the Limy Pixel? How is it different from traditional analytics? <a href="#what-is-the-limy-pixel-how-is-it-different-from-traditional-analytics" id="what-is-the-limy-pixel-how-is-it-different-from-traditional-analytics"></a>

The Limy tracking pixel is designed specifically for the agentic web. Unlike traditional analytics tools that focus on human visitors, Limy detects AI bots, maps their crawling behavior, and reveals how AI systems understand and surface your content in AI-driven conversations.

***

### How Limy Is Different

Traditional analytics focus on clicks and human sessions. Limy is built specifically for AI-driven discovery, measuring how AI systems generate answers and how that exposure translates into real outcomes.

<figure><img src="/files/iuUpAmURO4cBg0EHtvh6" alt=""><figcaption></figcaption></figure>

### FAQ

<details>

<summary><strong>What problem does Limy solve?</strong></summary>

Limy helps brands understand and improve how they appear in AI-generated answers, where traditional analytics and SEO tools fall short.

</details>

<details>

<summary><strong>How does Limy analyze AI search?</strong></summary>

Limy analyzes AI-generated prompts and answers, tracking brand mentions, sentiment, competitors, and the sources AI systems rely on.

</details>

<details>

<summary><strong>Does Limy replace traditional analytics or SEO tools?</strong></summary>

No. Limy complements existing analytics and SEO tools by focusing specifically on AI-driven discovery and visibility, as more users shift from traditional search engines to AI-powered search experiences.

</details>

<details>

<summary><strong>What data does Limy collect?</strong></summary>

Limy collects AI-generated answer data, AI crawler behavior, and session-level user behavior from AI-driven traffic, without collecting personal identifiable information (PII).

</details>

<details>

<summary><strong>How quickly can I see value from Limy?</strong></summary>

You can start seeing visibility insights within days, with actionable recommendations and measurable impact developing as tracking and optimizations progress.

</details>

***

### Related Content

{% content-ref url="/pages/8oZ4sgGqI2ai6UorfN3c" %}
[Your First 30 Days with Limy](/onboarding/your-first-30-days-with-limy)
{% endcontent-ref %}

{% content-ref url="/pages/zJowQmeJAeUeYyWGOQjD" %}
[Scaling and Optimizing with Limy](/onboarding/scaling-and-optimizing-with-limy)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/1yBjpt1M5rHVBBSlDhvL" %}
[Settings](/settings/settings)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Your First 30 Days with Limy

A step-by-step guide to your first 30 days with Limy, covering setup, key features, and best practices to help you start seeing value quickly.

This guide outlines what to focus on during your first 30 days with Limy so you can confidently assess whether you're on track and getting real value from the platform.

Limy is designed to help you understand how AI systems perceive your brand, improve your visibility across AI-generated answers, and measure the business impact of that visibility. The first month is about building the right foundation, establishing a baseline, and turning early insights into action.

## Day 1: Set the Foundation

### Goal: Ensure Limy accurately reflects your market and competitive landscape.

On your first day, review and validate the core inputs that power all analysis in Limy:

* **Topics**: Confirm they accurately represent your product, category, and strategic positioning
* **Competitors**: Verify that the competitive set matches who you actually [compete](/intelligence/competitors) against. If needed, [add](/settings/adding-competitors) or [delete](/settings/deleting-competitors) competitors to ensure Limy analyzes the right market landscape.
* **Prompts**: Review [generated prompts](/intelligence/how-limy-generates-prompts) to ensure they represent realistic AI search behavior in your market

#### Then do an initial scan of:

* Prompts where your brand appears
* Prompts where competitors appear but you do not
* Any prompts, topics, or competitors that feel irrelevant or missing

{% hint style="info" %}
This step ensures Limy is **analyzing the correct AI search landscape** before you move into deeper insights.
{% endhint %}

#### What “on track” looks like

* Topics and prompts clearly reflect your market
* Competitors are accurate and relevant
* The data looks familiar and actionable

***

## Days 2: Establish Your AI Visibility Baseline

### Goal: Understand how AI systems currently perceive and position your brand.

#### Start analyzing Limy’s core insight layers:

* **Dashboard**: Review overall brand visibility, market share, and trend direction
* **Prompts**: Identify where your brand appears, where it doesn’t, and which prompts matter most
* **Competitors**: Understand which brands dominate AI-generated answers in your category
* **Sentiment** (initial read): Get an early sense of how AI systems [frame](broken://pages/7TyveK6e8NI26l2zrlWQ) your brand

&#x20;At this stage, focus on understanding the landscape — not executing changes yet.

#### What “on track” looks like:

* You can clearly describe your current AI visibility baseline
* You understand where you are strong and where gaps exist
* You have an initial sense of competitive positioning in AI search

***

## Day 3: Define your Brand Kit

### Goal

Ensure Limy understands your brand’s voice, positioning, and messaging so insights and recommendations are aligned with your strategy.

### What to do

On Day 3, set up your [**Brand Kit**](/settings/brand-kit)**.** This provides Limy with essential context about how your brand should be represented.

Go to **Settings > Brand Kit** and define:

* Your **brand essence** and positioning
* Your **tone of voice** (e.g. authoritative, technical, approachable)
* Core **messaging pillars** you want AI systems to associate with your brand
* **Dos and don’ts**, including terms, claims, or narratives to avoid
* Any **custom rules** relevant to compliance or brand guidelines

{% hint style="info" %}
Ensure Limy understands your brand’s voice, positioning, and messaging so insights and recommendations **align** with your strategy.
{% endhint %}

#### Why this matters

Without a Brand Kit, recommendations may be accurate but generic. With a Brand Kit in place, Limy can prioritize actions that reinforce your intended positioning and avoid suggestions that conflict with your brand strategy.

#### What “on track” looks like

* Brand Kit fields are completed and reflect your current brand strategy
* Recommendations feel relevant and on-brand
* Your team trusts Limy’s guidance without needing heavy manual filtering

***

## End of Week 1: Identify Gaps, Sentiment, and Opportunity Areas

### **Goal:** Turn early data into a clear opportunity map.

#### By the end of Week 1, you should be able to answer:

* Where do we stand versus competitors?
* Which topics and prompts are we strong in?
* Where are we missing from AI-generated answers?
* How do AI systems currently frame our brand?

#### Review:

* Dashboard for market position and trends
* Prompts for coverage gaps
* Sentiment to identify positive, neutral, or negative framing
* Source Analysis to understand which sources influence AI answers

This step is about forming a clear strategic hypothesis — not executing yet.

#### What “on track” looks like

* You can articulate your AI visibility gaps
* You understand which sources and narratives shape AI answers
* You have a prioritized list of topics and issues to address

***

## Week 2: Start Implementing Recommendations

### Goal: Move from insight to execution.

#### Begin actively working with recommendations:

* Review available [recommendations](/dashboard/dashboard-overview/recommendations)
* Decide which topics and recommendation types to prioritize
* Create a focused implementation [plan](/optimization/recommendations/recommendation-plan)

#### As you implement recommendations:

* Update the [status](/optimization/recommendations/recommendation-statuses) (Active → In Progress → Done)
* Add the live URL when completed to enable tracking

This is where Limy shifts from analysis to measurable impact.

#### What “on track” looks like

* Recommendations are actively being implemented
* Statuses are kept up to date
* Completed work is being tracked

{% hint style="info" %}
Before implementing recommendations, make sure your topics, prompts, and competitors **accurately** reflect your market. Clean inputs lead to more relevant insights and actions.
{% endhint %}

***

## **Week 2-3: Enable Measurement, Attribution, and Brand Context**

### **Goal:** Activate Limy’s measurement layer and ensure recommendations align with your brand strategy.

#### By week 2 or 3, you should complete three critical setups:

**1. Install AI Traffic Monitor:** [Install](https://docs.getlimy.ai/limy-pixel/gtm-pixel) the Limy tracking pixel via Google Tag Manager. This allows you to track users arriving on your site from AI-generated answers. AI Traffic Monitor makes AI-driven traffic visible and enables downstream attribution.

**2. Set Up Attribution:** Attribution allows you to connect AI-driven leads to conversions and measure ROI. To set up the attribution, please contact us at <answers@limy.ai>.

**3. Set Up Bot Monitor (CDN Integration):** [Connect your CDN](https://docs.getlimy.ai/limy-pixel/cdn-integration) (Cloudflare, Akamai, Fastly, etc.). This allows you to see how AI bots crawl and ingest your content

Together, AI Traffic Monitor, Attribution, and Bot Monitor give you visibility into both sides of the AI journey: content ingestion and user behavior.

### What “on track” looks like

* AI Traffic Monitor is live
* Attribution conversions are defined
* Bot Monitor integration is in progress or complete

The Brand Kit ensures that recommendations and suggested actions align with your brand strategy and positioning.

{% hint style="info" %}
**Setup tip:** Limy Analytics setup typically requires collaboration with your development or DevOps team to install the tracking pixel and connect the Bot Monitor via your CDN.
{% endhint %}

## Weeks 3–4: Measure Lift and Validate Impact

### **Goal: Confirm that your actions are improving AI visibility and performance.**

### Monitor changes across:

* **Prompts**: new prompts where your brand appears
* **Dashboard**: visibility and sentiment trends
* **AI** **Traffic** **Monitor**: AI-driven user engagement
* **Attribution**: conversions and value from AI traffic

This is where you begin to see whether execution is translating into measurable results.

### What “on track” looks like

* Increased visibility for priority topics
* Improved positioning or sentiment
* Early AI-driven traffic and conversions

***

Review the [check-list](/onboarding/onboarding-check-list) to make sure you’ve completed all key setup steps.&#x20;

### FAQs

<details>

<summary><strong>How long does it take to see meaningful insights in Limy?</strong></summary>

You can begin reviewing visibility insights within the first few days, with more actionable patterns and trends becoming clear by the end of the first week.

</details>

<details>

<summary><strong>Do I need my technical support during onboarding?</strong></summary>

Technical support is only required for setting up the AI Traffic Monitor (pixel) and Bot Monitor (CDN integration); all analysis and recommendations can be managed by marketing teams.

</details>

***

## Related Content

{% content-ref url="/pages/zJowQmeJAeUeYyWGOQjD" %}
[Scaling and Optimizing with Limy](/onboarding/scaling-and-optimizing-with-limy)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/1yBjpt1M5rHVBBSlDhvL" %}
[Settings](/settings/settings)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Scaling and Optimizing with Limy

This guide covers what to focus on after your first month with Limy, including how to adapt your marketing strategy, prioritize topics, and continuously scale your visibility across AI systems.

## **Goal: Use Limy as a continuous intelligence layer to guide marketing strategy, prioritize effort, and compound AI visibility gains over time.**

By Month 2, the goal is to move beyond individual recommendations and use Limy insights to actively shape your broader marketing strategy.

### Use AI visibility insights to adapt your marketing strategy

At this stage, use Limy to answer higher-level strategic questions such as:

* Which topics drive the most AI visibility and engagement?
* Where does AI consistently position our brand as an authority?
* Which areas underperform despite ongoing effort?
* Which sources mostly influence AI answers?&#x20;
* In which sources do my competitors invest in the most?

### Use these insights to:

* Refine your content roadmap
* Adjust messaging priorities
* Reallocate budget and resources toward topics that AI systems amplify

Limy becomes a signal for where marketing effort delivers the highest leverage in AI search.

***

## Continuously prioritize topics and prompts

### Regularly review:

* High & low visibility prompts
* Non-appearing prompts
* Topics where competitors dominate AI answers
* [Sentiment](/intelligence/sentiment-score-analysis/sentiment-analysis-prompt-level) positioning across LLMs
* Strong [sources](/intelligence/source-analysis) across your industry and competitors

### Use this analysis to:

* Double down on topics where momentum is building
* Deprioritize low-impact areas
* Identify emerging opportunities before they become competitive

This ensures your team focuses effort where AI visibility can compound over time.

{% hint style="info" %}
**Focus** on topics, prompts, and recommendations that consistently drive visibility and outcomes, rather than trying to address every opportunity at once.
{% endhint %}

***

## Leverage Source Analysis to guide distribution and PR strategy

AI systems rely heavily on external sources when generating answers. In Month 2 and beyond, Source Analysis should inform your broader distribution strategy.

### Continuously review:

* Which sources AI systems reference most in your industry
* Which sources competitors appear in frequently
* The balance between owned, earned, and third-party sources

### Use these insights to:

* Guide PR and media outreach
* Inform partnerships and placements
* Shape where content should be published or syndicated

Source Analysis helps ensure your marketing efforts align with where AI systems actually learn.

{% hint style="info" %}
Patterns in Source Analysis often indicate which publications, platforms, or communities influence AI-generated answers in your industry and should **shape** your distribution and PR strategy.
{% endhint %}

***

## Actively manage and improve sentiment

Sentiment should be monitored on an ongoing basis, not only during onboarding.

### Use Sentiment insights to:

* Identify prompts where AI framing is negative or inconsistent
* Understand which sources or narratives drive that sentiment
* Prioritize corrective actions through content, PR, or messaging updates

{% hint style="info" %}
Sentiment is most valuable when used to **identify** specific narratives or sources that influence AI framing, allowing targeted corrective action rather than broad content changes.
{% endhint %}

***

## Analyze how AI systems read your content with the Bot Monitor

Use the [**Bot Monitor**](/monitoring/bot-monitor) to understand how AI agents crawl and ingest your website.

Keep focusing on:

* Which pages AI bots visit most frequently
* Which content is refreshed or re-crawled over time
* Whether high-priority pages are being ingested consistently

This insight helps you:

* Identify which pages influence AI-generated answers
* Detect gaps where important content is not being crawled
* Prioritize optimization for pages that matter most to AI systems

Bot Monitor data reflects **how** AI systems ingest your content, not how users behave, so focus on which pages are crawled most frequently and which are not.&#x20;

{% hint style="info" %}
If critical pages are not being crawled, this may indicate accessibility, structure, or technical issues worth addressing.
{% endhint %}

***

## Understand how AI-driven users behave with the Limy Pixel

Use the [**Limy Pixel**](/monitoring/ai-traffic-monitor) **(AI Traffic Monitor)** to analyze how users behave after arriving from AI-generated answers.

Review:

* Which AI platforms drive the most traffic
* Which pages AI-driven users land on
* How engaged AI-driven users are compared to other channels
* Drop-off points or friction in the user journey

This allows you to evaluate whether AI-driven traffic is **qualified, engaged, and aligned with your goals**.

{% hint style="info" %}
AI-driven traffic may initially appear smaller than traditional channels, but it often represents **higher-intent users** who have already researched options and are seeking clear recommendations or next steps. Because users arrive after interacting with AI-generated answers that synthesize and evaluate information for them, **they tend to be further along** in the decision process and more likely to engage or convert.
{% endhint %}

***

## Measure business impact with Attribution

With AI Traffic Monitor in place, [**Attribution**](/monitoring/attribution) becomes a critical part of Month 2 analysis.

Use Attribution to:

* Track conversions originating from AI-driven sessions
* Identify which prompts and topics contribute to outcomes
* Measure lead volume, pipeline, or revenue from AI search

This helps shift internal conversations from *visibility* to *impact*, allowing you to justify continued investment in AI visibility optimization.

{% hint style="info" %}
Attribution helps you understand which AI prompts and conversations drive real business outcomes, allowing you to **prioritize** visibility improvements based on revenue, pipeline, or conversion impact rather than impressions alone.
{% endhint %}

***

## Continue implementing and tracking recommendations

Recommendations remain an important execution layer, but in Month 2+ they should be used more selectively.

### Best practices include:

* Regularly reviewing new recommendations
* Keeping [statuses](/optimization/recommendations/recommendation-statuses) updated so Limy continues surfacing relevant actions
* [Tracking](/optimization/recommendations/recommendations-tracking) completed work with URLs to measure impact
* Aligning recommendations with strategic priorities, not ad-hoc execution

This keeps your optimization loop clean and intentional.

***

## What long-term success looks like

### By consistently applying Limy insights, you should see:

* Sustained growth in AI visibility across priority topics
* Improved positioning relative to competitors
* Stronger, more consistent sentiment in AI-generated answers
* Clear alignment between marketing strategy and AI discovery
* Measurable business impact through Attribution

At this stage, Limy functions as a strategic visibility layer, informing not just AI optimization, but broader marketing decisions.

### FAQs

<details>

<summary><strong>How often should I review Limy insights?</strong></summary>

Most teams review key insights weekly and use them to inform monthly planning, content roadmaps, and optimization priorities.

</details>

<details>

<summary><strong>How should Limy be used after the first month?</strong></summary>

After the first month, Limy should be used as an ongoing intelligence layer to guide topic prioritization, content strategy, PR efforts, and performance measurement across AI search.

</details>

<details>

<summary><strong>How long does it take to see meaningful insights in Limy?</strong></summary>

You can begin reviewing visibility insights within the first few days, with more actionable patterns and trends becoming clear by the end of the first week.

</details>

<details>

<summary><strong>Do I need my technical support during onboarding?</strong></summary>

Technical support is only required for setting up the AI Traffic Monitor (pixel) and Bot Monitor (CDN integration); all analysis and recommendations can be managed by marketing teams.

</details>

***

## Related Content

{% content-ref url="/pages/e9QoPVEoiU1A9GYC24Ws" %}
[Onboarding Check-list](/onboarding/onboarding-check-list)
{% endcontent-ref %}

{% content-ref url="/pages/8oZ4sgGqI2ai6UorfN3c" %}
[Your First 30 Days with Limy](/onboarding/your-first-30-days-with-limy)
{% endcontent-ref %}

{% content-ref url="/pages/1yBjpt1M5rHVBBSlDhvL" %}
[Settings](/settings/settings)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Onboarding Check-list

This checklist outlines the key steps required to set up and activate your Limy account.

Completing each item ensures Limy has the right market context, brand guidance, and tracking in place to deliver accurate AI visibility insights, actionable recommendations, and measurable business impact.

#### 1. Core Workspace Setup

* [ ] **Topics:** Define the product areas and categories Limy should track across AI search, ensuring analysis and insights focus on what matters most to your business.
* [ ] **Competitors:** Add your competitors so Limy can analyze how your brand compares in AI-generated answers.
* [ ] **Prompts review:** Review the auto-generated prompts to confirm they reflect how your buyers actually search in AI.

#### 2. Brand Context

* [ ] **Brand Kit:** Upload your brand voice, positioning, and messaging guidelines to align Limy’s insights and recommendations with your strategy.

#### 3. Analytics & Measurement

* [ ] **AI Traffic Monitor (Pixel):** Install the Limy tracking pixel to track users who arrive on your site from AI-generated answers.
* [ ] **Agent Monitor (CDN integration):** Connect your CDN for Limy to track how AI agents crawl and ingest your website content.
* [ ] **Attribution setup:** Configure attribution to connect AI-driven traffic to conversions, pipeline, or revenue.

Once setup is complete, you can start implementing recommendations to improve your brand's visibility across LLMs in AI-generated answers.

### FAQs

<details>

<summary><strong>How long does onboarding typically take?</strong></summary>

Most teams complete the core onboarding within the first week, with analytics and recommendations becoming fully actionable shortly after.

</details>

<details>

<summary><strong>Which onboarding steps are required versus optional?</strong></summary>

Topics, prompts and competitors are required for full functionality. Bot Monitor, AI Traffic Monitor, Attribution Brand Kit are strongly recommended for deeper insights and better recommendations.

</details>

<details>

<summary><strong>How long does it take to see meaningful insights?</strong></summary>

Visibility insights are available within the first few days. Actionable patterns and trends typically become clear by the end of the first week.

</details>

<details>

<summary><strong>Do I need my technical support during onboarding?</strong></summary>

Technical support is only needed for setting up the AI Traffic Monitor (pixel) and Bot Monitor (CDN integration). All other setup and recommendations can be managed by marketing team.

</details>

***

## Related Content

{% content-ref url="/pages/8oZ4sgGqI2ai6UorfN3c" %}
[Your First 30 Days with Limy](/onboarding/your-first-30-days-with-limy)
{% endcontent-ref %}

{% content-ref url="/pages/zJowQmeJAeUeYyWGOQjD" %}
[Scaling and Optimizing with Limy](/onboarding/scaling-and-optimizing-with-limy)
{% endcontent-ref %}

{% content-ref url="/pages/1yBjpt1M5rHVBBSlDhvL" %}
[Settings](/settings/settings)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Dashboard Overview

This article explains how to use the Dashboard to understand your brand’s visibility, market share, sentiment, and competitive position across AI-generated answers.

The Dashboard is the central visibility overview of Limy. It shows how your brand appears across AI-generated answers and how that visibility evolves over time.

In AI search, brands are not discovered through ranked links. Instead, AI systems generate answers by **synthesizing information from multiple sources and selectively referencing brands**. This can make it difficult for brands to understand whether they're being mentioned consistently, competitively, or positively.

The Dashboard solves this by aggregating AI visibility signals into a **single, high-level view**. It allows you to quickly understand where your brand stand in AI-generated conversations, how you compare to competitors, and whether your visibility is improving or declining.

Once you log in to your Limy account, you’ll be taken straight to the **Dashboard**. If not, you can access it from the left panel.

<figure><img src="/files/6L7oMrMzJZ9GHZtH9pOM" alt=""><figcaption></figcaption></figure>

### The Dashboard provides a consolidated view of key AI visibility metrics, including:&#x20;

* **Overall Brand Visibility:** how frequently your brand appears across AI-generated prompts
* **Market Share:** how often your brand is mentioned relative to competitors within the same prompt set&#x20;
* **Sentiment Score:** how positively or negatively AI systems describe your brand
* **Recommendations**: actionable suggestions for improving visibility across LLMs Together, these metrics give marketing teams a strategic understanding of AI visibility before moving into deeper analysis or execution.

<figure><img src="/files/DiehHRsNiPwocvSiFftR" alt=""><figcaption></figcaption></figure>

### Use the filters below to refine the data shown on the dashboard:

<figure><img src="/files/6fehlTp5dgaFi3TUvoHn" alt=""><figcaption></figcaption></figure>

1. **Region**: Filters prompts and AI answers based on geographic relevance.&#x20;
2. **Branded vs non-branded:**
   1. **Branded**: Shows prompts where your brand is explicitly mentioned in the AI-generated question.&#x20;
   2. **Non-branded:** Shows prompts where your brand is not mentioned, but relevant competitors or category terms are.&#x20;
3. **Topic:** Filters prompts based on the themes they relate to, whether added by you or automatically created by Limy.
4. **Provider**: showing you the different LLMs the prompts are run on (ChatGPT, Gemini, Perplexity, Google AI Mode, Google AI Overview).&#x20;
5. **Prompt intent:**&#x20;
   1. **Commercial**: Shows prompts where users are comparing options, evaluating products, or considering a purchase decision.
   2. **Informational**: Shows prompts where users are seeking education, explanations, or general knowledge about a topic or solution.
   3. **General**: Shows prompts focused on brand identity, reputation, or high-level understanding, without a clear buying or research intent.
6. **Date** **range**: Filters data to a specific time period to analyze trends or measure change over time.

{% hint style="info" %}
**The** **Dashboard** **overview** gives you a quick snapshot of activity across your account. You can dive deeper into each section to explore and analyze more detailed data as needed.&#x20;
{% endhint %}

### FAQ

<details>

<summary><strong>What does the Dashboard show at a high level?</strong></summary>

The Dashboard provides a consolidated view of your brand’s visibility, market share, sentiment, and trends across AI-generated answers.

</details>

<details>

<summary><strong>Why does my visibility or market share change over time?</strong></summary>

AI systems continuously refresh their answers based on new sources, updated content, and model changes, which can cause natural fluctuations in visibility.

</details>

<details>

<summary><strong>How often is the Dashboard updated?</strong></summary>

The Dashboard updates as Limy analyzes new AI-generated answers, reflecting trends over time rather than real-time changes.

</details>

<details>

<summary><strong>Can I compare my brand to competitors on the Dashboard?</strong></summary>

Yes. The Dashboard includes market share and comparative views that show how frequently your brand appears relative to competitors.

</details>

<details>

<summary><strong>What should I do if I notice a sudden drop or spike?</strong></summary>

Use filters and drill into prompts, sentiment, or sources to understand what changed, then review recommendations to identify corrective or reinforcing actions.

</details>

***

### Related Content

{% content-ref url="/pages/oOwP6cxbNQsWB1DC42Hk" %}
[Overall Brand Visibility](/dashboard/dashboard-overview/overall-brand-visibility)
{% endcontent-ref %}

{% content-ref url="/pages/MyHHhCsaPf3IE2bjgEtl" %}
[Market Share Analysis](/dashboard/dashboard-overview/market-share-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/RNH2BMldfGSIJToQKEuO" %}
[Broken mention](broken://pages/RNH2BMldfGSIJToQKEuO)
{% endcontent-ref %}

{% content-ref url="/pages/LTbYDDYNgV7bSGqf9tOC" %}
[Recommendations](/dashboard/dashboard-overview/recommendations)
{% endcontent-ref %}

{% content-ref url="/pages/cXcriWc6pg8rjaM8BICp" %}
[Filters](/general/filters)
{% endcontent-ref %}

***

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Overall Brand Visibility

This article explains how Limy measures how often your brand appears in AI-generated answers and how to interpret visibility trends over time.

The Overall Brand Visibility shows **how frequently your brand appears in AI-generated responses** across different providers, regions, and topics. It helps you understand your brand’s presence in AI outputs and allows you to compare your visibility against selected competitors for the same prompts.

### Competitors Comparison&#x20;

Click on **Dashboard** > **Competitors** to see how your brand compares to competitors across the same prompts, helping you quickly assess relative performance in AI-generated answers.

<figure><img src="/files/eM1mJCrQ7xu4uoj4J9kt" alt=""><figcaption></figcaption></figure>

{% hint style="info" %}
You can compare your **performance** against selected competitors by viewing trend lines for each brand. Click on a specific competitors to toggle them on or off, and hover to see detailed visibility percentages and rankings
{% endhint %}

### Your Topic Comparison

Click on **Dashboard** **> My brand** to compare the visibility of each of your topic. This view allows you to:

* See which topics your brand is strongest in
* Spot clear opportunities where you can improve

Topic comparison helps your team prioritize content, messaging, and optimization efforts based on where AI visibility is already strong and where additional investment can have the greatest impact.

<figure><img src="/files/N5FkU38ygzIpZ1eh4ccl" alt=""><figcaption></figcaption></figure>

{% hint style="info" %}
Understand your **Overall Brand Visibility** by seeing how many prompts your brand appears in compared to the total number of prompts.
{% endhint %}

### FAQ

<details>

<summary><strong>What does Overall Brand Visibility measure?</strong></summary>

Overall Brand Visibility measures how often your brand appears across AI-generated answers for relevant prompts and topics.

</details>

<details>

<summary><strong>Why does my visibility share change over time?</strong></summary>

AI systems continuously refresh their answers based on new sources, updated content, and model changes, which can cause natural fluctuations in visibility.

</details>

<details>

<summary><strong>How should I use this metric?</strong></summary>

Use Overall Brand Visibility to track trends over time and identify whether your AI presence is improving or declining, rather than focusing on short-term fluctuations.

</details>

<details>

<summary><strong>Can I compare my brand to competitors on the Dashboard?</strong></summary>

Yes. The Dashboard includes market share and comparative views that show how frequently your brand appears relative to competitors.

</details>

<details>

<summary><strong>What should I do if I notice a sudden drop or spike?</strong></summary>

Use filters and drill into prompts, sentiment, or sources to understand what changed, then review recommendations to identify corrective or reinforcing actions.

</details>

***

### Related Content

{% content-ref url="/pages/MyHHhCsaPf3IE2bjgEtl" %}
[Market Share Analysis](/dashboard/dashboard-overview/market-share-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/gmoGqyn3MEyL4EHD8cj0" %}
[Optimization](/optimization/recommendations)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/RNH2BMldfGSIJToQKEuO" %}
[Broken mention](broken://pages/RNH2BMldfGSIJToQKEuO)
{% endcontent-ref %}

{% content-ref url="/pages/cXcriWc6pg8rjaM8BICp" %}
[Filters](/general/filters)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Market Share Analysis

This article explains how to analyze your brand’s share of AI-generated mentions compared to competitors under the Dashboard overview.

**Market Share Analysis** shows your brand’s share of visibility alongside competitors. When multiple brands appear in the same prompt, visibility credit is weighted and split, providing a normalized view of your true share compared to the market.

Use this view to evaluate how frequently your brand appears compared to competitors across shared prompts and topics.

### This section helps you identify:

* Which brands dominate AI-generated conversations
* Where competitive gaps exist
* How market dynamics shift over time

<figure><img src="/files/NVlS6lJLDEOjbczaSqxg" alt=""><figcaption></figcaption></figure>

{% hint style="info" %}
Market Share Analysis provides an **additional perspective on your visibility** versus competitors by comparing performance only in prompts where multiple brands are present. It reflects similar competitive patterns as Overall Brand Visibility, while offering a more direct comparison within the same prompts.
{% endhint %}

### FAQ

<details>

<summary><strong>What does Market Share represent in Limy?</strong></summary>

Market Share shows how frequently your brand is mentioned compared to competitors across the same AI-generated prompts.

</details>

<details>

<summary><strong>Why is my visibility changing over time?</strong></summary>

Visibility changes as AI systems ingest new sources, refresh content, and update their models, which can affect which brands are referenced.

</details>

<details>

<summary><strong>How should I interpret changes in Market Share?</strong></summary>

Changes indicate shifts in how AI systems perceive authority and relevance across brands, often influenced by content, sources, and coverage.

</details>

***

### Related Content

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/oOwP6cxbNQsWB1DC42Hk" %}
[Overall Brand Visibility](/dashboard/dashboard-overview/overall-brand-visibility)
{% endcontent-ref %}

{% content-ref url="/pages/RNH2BMldfGSIJToQKEuO" %}
[Broken mention](broken://pages/RNH2BMldfGSIJToQKEuO)
{% endcontent-ref %}

{% content-ref url="/pages/gmoGqyn3MEyL4EHD8cj0" %}
[Optimization](/optimization/recommendations)
{% endcontent-ref %}

{% content-ref url="/pages/cXcriWc6pg8rjaM8BICp" %}
[Filters](/general/filters)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Sentiment Score

This article explains how to view your brand's and your competitor's sentiment score across the LLM's answers.

### Overview

Sentiment Analysis shows **how AI systems describe and frame your brand** within AI-generated answers.

When AI platforms generate responses about your brand, they do more than reference facts. They apply tone and context - positive, neutral, or negative - based on the sources they ingest and the narratives they infer. Over time, this framing shapes how users perceive your brand before they ever interact with your website or content directly.

The Sentiment Score in Limy allows you to understand how AI systems *talk about* your brand, identify where negative or inconsistent framing exists, and take targeted action to improve brand perception across AI-generated answers.

<figure><img src="/files/ahTWtvxHqdJiwa3lqDlz" alt=""><figcaption></figcaption></figure>

Sentiment is measured on a **0–100 scale**, where:

* **0** represents strongly negative framing
* **100** represents strongly positive framing

This score reflects **AI-generated language**, not customer reviews or social sentiment.

### FAQ

<details>

<summary><strong>Is sentiment based on customer reviews or social media?</strong></summary>

No. Sentiment is derived from AI-generated answers and the language used by AI systems, based on the sources they reference.

</details>

<details>

<summary><strong>Can sentiment change quickly?</strong></summary>

Yes. Sentiment can shift when AI systems ingest new sources or re-interpret existing information.

</details>

<details>

<summary><strong>How can I improve negative sentiment?</strong></summary>

Improvement usually involves addressing the underlying sources through updated content, PR efforts, or clarifying commentary.

</details>

<details>

<summary><strong>Should I optimize for sentiment or visibility first?</strong></summary>

Both matter, but addressing negative sentiment on high-visibility prompts should be prioritized.

</details>

***

### Related Content

{% content-ref url="/pages/WoKLl2JPwzirkiMSzWYV" %}
[Sentiment Score Analysis](/intelligence/sentiment-score-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/6kAhYKOlGBTuwcBqHfMk" %}
[Prompts Overview](/intelligence/prompts-overview)
{% endcontent-ref %}

{% content-ref url="/pages/gmoGqyn3MEyL4EHD8cj0" %}
[Optimization](/optimization/recommendations)
{% endcontent-ref %}

{% content-ref url="/pages/cXcriWc6pg8rjaM8BICp" %}
[Filters](/general/filters)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Recommendations

This article explains how to review, implement, and track recommendations that improve your visibility across AI systems.

The recommendations helps **you turn AI visibility insights into concrete, high-impact actions**. AI systems decide which brands to mention based on the content they ingest, the sources they trust, and the signals they observe across the web.&#x20;

Knowing where your brand appears is only the first step - improving visibility requires targeted changes across content, PR, technical setup, and external signals. Recommendations in Limy bridge that gap by translating AI visibility data into specific, actionable suggestions.&#x20;

In this view, you’ll see the three most recent recommendations suggested by Limy, along with the three latest recommendations you’ve implemented and are currently tracking.

<figure><img src="/files/F1Frx28OEHL0SAS2wrua" alt=""><figcaption></figcaption></figure>

Each recommendation **is grounded in observed AI behavior, competitor performance, and the sources influencing AI-generated answers in your market**. Recommendations are grouped into [five categories](/optimization/recommendations/recommendation-types): Content, Blog, PR, Social and Technical.

Each recommendation provides an opportunity for improvement, why it matters for AI visibility, and how to address it.&#x20;

You can manage execution by updating [recommendation statuses](/optimization/recommendations/recommendation-statuses) and track impact by adding URLs once work is complete, allowing Limy to tailor future recommendations accordingly.

### FAQs

<details>

<summary><strong>How are recommendations generated?</strong></summary>

Recommendations are based on analysis of AI-generated answers, source citations, competitor visibility, and crawl behavior. Limy identifies gaps and opportunities specific to your market.

</details>

<details>

<summary><strong>Are recommendations customized to my brand?</strong></summary>

Yes. Recommendations reflect your industry, competitors, and the prompts most relevant to your ICP.

</details>

<details>

<summary><strong>What are the different types of recommendations?</strong></summary>

Limy provides **Content** (your existing content), **Blog** (new content), **PR** (collaborations with external sources), **Social** (social media posts, forums) and **technical** recommendations, each designed to improve how AI systems ingest, reference, and position your brand by addressing gaps in coverage, authority, sentiment, or accessibility across AI-generated answers.

</details>

***

### Related Content

{% content-ref url="/pages/ZgNtnzfIPFGaLSoQAEFw" %}
[Recommendation Feed](/optimization/recommendations/recommendation-feed)
{% endcontent-ref %}

{% content-ref url="/pages/XiB9wOE16TUiomLzxG10" %}
[Recommendation Statuses](/optimization/recommendations/recommendation-statuses)
{% endcontent-ref %}

{% content-ref url="/pages/AWtqxgqSiPtD7IfmSjls" %}
[Recommendations Tracking](/optimization/recommendations/recommendations-tracking)
{% endcontent-ref %}

{% content-ref url="/pages/PXwyvGF3UQDVfohKPID9" %}
[Recommendation Plan](/optimization/recommendations/recommendation-plan)
{% endcontent-ref %}

{% content-ref url="/pages/ajfv8f1KphGMgjIVgm3T" %}
[Recommendation Guidelines](/optimization/recommendations/recommendation-guidelines)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# How Limy Generates Prompts

This page explains how Limy creates all the prompts in your account and why they are crucial to measure your brand's visibility.

**Prompts** are the foundation of Limy. Everything in the platform starts with the questions users ask AI systems when researching your industry, products, and brand.&#x20;

Powered by **web intelligence**, these prompts act as the backend engine that drives all visibility measurement - allowing Limy to understand what your audience is asking, how AI systems respond, and how visible your brand is across large language models.

Prompts represent the questions users ask AI systems when researching products, companies, or topics in your market. In AI-driven discovery, users ask natural-language questions and receive a single synthesized answer — making whether and how your brand appears critical to visibility.

### **What Prompts Show**

Each prompt provides insight into:

* The latest AI-generated answer
* Brand and competitor mentions
* Brand sentiment
* Sources influencing the response
* Provider distribution

This helps you understand not just *if* your brand appears, but *how* it appears in AI answers.

### **Prompt Analysis**

The Prompts view displays all tracked prompts - both where your brand appears and where it doesn’t. You can search and filter by intent, topic, region, brand presence, or date range to identify high-impact opportunities.

Click [**Analyze**](#prompt-analysis) on any prompt to view detailed results, including competitors mentioned, sentiment, the AI's answer, and source attribution. Starring a prompt signals its importance and helps Limy prioritize recommendations.

<figure><img src="/files/AQz3LManFkpU1BNDRTt4" alt=""><figcaption></figcaption></figure>

<figure><img src="/files/ss1znGU6Pji1O71n6LdJ" alt=""><figcaption></figcaption></figure>

### [**Modifying**](#modifying-prompts) **Prompts**

You can [add](/intelligence/prompts-overview/adding-prompts), edit or remove prompts directly from the Prompts section to track custom questions, remove irrelevant ones, or reflect changes in your strategy. Updates apply to future prompt runs and visibility analysis.

**Starring a prompt** signals to Limy that this prompt should be prioritized when generating recommendations.

### Prompts are generated using a combination of:

* Your industry and category
* Your ICP and use cases
* Known AI search behavior patterns
* Competitive and category-level analysis

Limy continuously **maps the AI search landscape by identifying the types of questions users** **ask** when discovering, comparing, and evaluating solutions like yours.

These prompts reflect how users naturally interact with AI systems, rather than how they use traditional search engines. Limy originally expands each prompt into a set of related fan-out queries and **re-runs them every 24 hours to capture changes over time**.

### Fan-out Queries

When a user asks a question to an AI system, the system does not treat it as a single query. Instead, the AI internally explores multiple related variations and sub-questions to gather enough context to generate a reliable answer. These are known as **fan-out queries.**

Limy mirrors this behavior by generating clusters of related prompt variations, ensuring visibility analysis reflects how AI systems actually reason about your category, not just the surface-level question.

### Differences between Prompts vs. traditional SEO Queries

Prompts are fundamentally different from traditional SEO querie&#x73;**.** In classic search, users type short keywords and browse multiple results. In AI-driven discovery, users ask full, natural-language questions - *prompts -* and receive a single synthesized answer generated by an AI system.

While SEO queries optimize for ranking on a results page, prompts determine whether your brand is included, how it’s described, and which sources influence the AI’s response. This shift is why prompts and not keywords, are the unit of measurement for visibility in large language models.

### FAQs

<details>

<summary><strong>What is a prompt in Limy?</strong></summary>

A prompt represents a question a user might ask an AI system when researching a topic, product, or brand in your category.

</details>

<details>

<summary><strong>How are prompts created?</strong></summary>

Prompts are generated based on your industry, topics, target personas, and competitive landscape.

</details>

<details>

<summary><strong>What’s the difference between branded and non-branded prompts?</strong></summary>

Branded prompts explicitly mention your brand, while non-branded prompts focus on category or problem-based queries where your brand may or may not appear.

</details>

<details>

<summary><strong>Why do some prompts not mention my brand at all?</strong></summary>

AI systems reference brands based on perceived relevance, authority, and source coverage. Missing mentions highlight opportunities for improvement.<br>

</details>

<details>

<summary><strong>How often do prompts run?</strong></summary>

Prompts are run every 24-96 hours hours to get the latest accurate result.

</details>

***

### Related Content

{% content-ref url="/pages/nD9fh22ZKe6TUakutr4E" %}
[Prompts](/intelligence/prompts-overview/prompts)
{% endcontent-ref %}

{% content-ref url="/pages/rhIt0brSQ0hkz06ZZFn1" %}
[Prompt Deep Analysis](/intelligence/prompts-overview/prompt-deep-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/WoKLl2JPwzirkiMSzWYV" %}
[Sentiment Score Analysis](/intelligence/sentiment-score-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Prompts Overview

This article explains how AI prompts work in Limy, how to analyze prompt-level answers, and how to identify opportunities where your brand should appear.

**Prompts** represent the questions users ask AI systems when researching products, companies, or topics in your market. In AI-driven discovery, users ask natural-language questions and receive a single synthesized answer - making whether and how your brand appears critical to visibility.

The **Prompts** section helps you understand which questions exist in your category, how AI systems answer them, and where your brand appears or is missing. This forms the foundation for visibility analysis and optimization in Limy.

### **How Limy Creates Prompts**

Prompts are [generated](#how-limy-creates-prompts) based on **your topics,** **your industry, your ICP, competitive landscape, and known AI search behavior.** Limy continuously maps the AI search landscape and expands each prompt into related [**fan-out queries**](#how-limy-creates-prompts)**,** mirroring how AI systems explore multiple variations before generating an answer. Prompts are re-run every 24 hours to capture changes over time.

### **What Prompts Show**

Each prompt provides insight into:

* The latest AI-generated answer
* Brand and competitor mentions
* Brand sentiment
* Sources influencing the response
* Provider distribution

This helps you understand not just *if* your brand appears, but *how* it appears in AI answers.

### **Prompt Analysis**

The Prompts view displays all tracked prompts - both where your brand appears and where it doesn’t. You can search and filter by intent, topic, region, brand presence, or date range to identify high-impact opportunities.

Click [**Analyze**](#prompt-analysis) on any prompt to view detailed results, including competitors mentioned, sentiment, the AI's answer, and source attribution. Starring a prompt signals its importance and helps Limy prioritize recommendations.

<figure><img src="/files/ZhQGoCMb3KuGduirVFWI" alt=""><figcaption></figcaption></figure>

<figure><img src="/files/KsKHGEye2jzPEoV6em1u" alt=""><figcaption></figcaption></figure>

### **Modifying Prompts**

You can [add](/intelligence/prompts-overview/adding-prompts), [edit or remove](#modifying-prompts) prompts directly from the Prompts section to track custom questions, remove irrelevant ones, or reflect changes in your strategy. Updates apply to future prompt runs and visibility analysis.

{% hint style="info" %}
**Starring a prompt** signals to Limy that this prompt should be prioritized when generating recommendations.
{% endhint %}

### FAQs

<details>

<summary><strong>Why do some prompts not mention my brand at all?</strong></summary>

AI systems reference brands based on perceived relevance, authority, and source coverage. Missing mentions highlight opportunities for improvement.<br>

</details>

<details>

<summary><strong>How often are prompts run?</strong></summary>

Prompts are run every 24 hours to get the latest accurate result.

</details>

<details>

<summary><strong>Can I add or modify prompts?</strong></summary>

Yes. Prompts can be added and modified.

</details>

<details>

<summary><strong>Why are non-branded prompts important?</strong></summary>

Non-branded prompts reveal where users are discovering alternatives and competitors, highlighting opportunities to increase visibility earlier in the decision process.

</details>

***

### Related Content

{% content-ref url="/pages/rhIt0brSQ0hkz06ZZFn1" %}
[Prompt Deep Analysis](/intelligence/prompts-overview/prompt-deep-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/nD9fh22ZKe6TUakutr4E" %}
[Prompts](/intelligence/prompts-overview/prompts)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/k4nrBG3HP9kOfzjahMqT" %}
[Modifying Prompts](/intelligence/prompts-overview/modifying-prompts)
{% endcontent-ref %}

{% content-ref url="/pages/XuGOIwFRmgZPG84YMF0v" %}
[Adding Prompts](/intelligence/prompts-overview/adding-prompts)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Prompts

This article explains what you'll see in each prompts, and how to use prompt-level insights to improve your brand’s visibility in AI-generated answers.

Navigate to **Prompts** from the left-hand navigation panel under **Intelligence**. This view displays the complete list of prompts tracked in your workspace.

### You will see all prompts, including:

* Prompts where your brand appears in AI-generated answers
* Prompts where your brand does not appear

You can use the search bar to find specific prompts by keyword, or apply filters to narrow the list by brand presence, intent, topic, region, or date range.

<figure><img src="/files/4pnFTCQr5psd8QVr7dhA" alt=""><figcaption></figcaption></figure>

### For each prompt in the list, Limy shows:

* **Brand coverage:** how many times your brand appears in AI-generated answers for that prompt
* **Intent:** the intent of the prompt (commercial, informational or general)
* **Popularity:** an estimate of how likely your target audience is to ask this prompt, based on Limy’s analysis of conversations across social platforms

<figure><img src="/files/YYnwIXZz8fyu5pC2U53P" alt=""><figcaption></figcaption></figure>

This list view helps you quickly identify high-impact prompts, visibility gaps, and priority opportunities before drilling into individual prompt details.

**Expanding a topic** reveals detailed prompt information, including the exact prompt, which competitors appear alongside your brand, and the prompt’s intent. To explore further, click Analyze for deeper insights.

<figure><img src="/files/WntKktnI4V0HlzFwOwSc" alt=""><figcaption></figcaption></figure>

### FAQs

<details>

<summary><strong>Why do some prompts not mention my brand at all?</strong></summary>

AI systems reference brands based on perceived relevance, authority, and source coverage. Missing mentions highlight opportunities for improvement.<br>

</details>

<details>

<summary><strong>How often are prompts run?</strong></summary>

Prompts are run every 24-96 hours to get the latest accurate result.

</details>

<details>

<summary><strong>Can I add or modify prompts?</strong></summary>

Yes. Prompts can be added and modified.

</details>

***

### Relevant Content

{% content-ref url="/pages/rhIt0brSQ0hkz06ZZFn1" %}
[Prompt Deep Analysis](/intelligence/prompts-overview/prompt-deep-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/k4nrBG3HP9kOfzjahMqT" %}
[Modifying Prompts](/intelligence/prompts-overview/modifying-prompts)
{% endcontent-ref %}

{% content-ref url="/pages/XuGOIwFRmgZPG84YMF0v" %}
[Adding Prompts](/intelligence/prompts-overview/adding-prompts)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Prompt Deep Analysis

This article explains how to deep dive into individual prompts to analyze AI-generated answers, competitor presence, sentiment, and sources influencing how your brand appears.

### For a deep dive into each prompt, you can click on **Analyze**:&#x20;

{% stepper %}
{% step %}

#### Navigate to **Prompts**

<figure><img src="/files/KjCGjhrb0Up16U5VDnP8" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Expand on a topic

<figure><img src="/files/I5uiv5TruI1dhAtfYCAR" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Choose a specific prompt and click on **Analyze**

<figure><img src="/files/UknAWlQTDjaQ8iRTSki9" alt=""><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

### You will be able to see the following details:

1. The prompt itself
2. The AI-generated answer by each provider
3. The brand comparison showing you how you compare to your competitors
4. The mention rate per provider
5. The sentiment associated with each brand
6. The sources influencing the response

You can filter by competitors as well

<figure><img src="/files/xhJJgxNsTKyNbebrmPIs" alt=""><figcaption></figcaption></figure>

<figure><img src="/files/JIDwWiG6HrWKyiLuHGZZ" alt=""><figcaption></figcaption></figure>

### FAQs

<details>

<summary><strong>What is a prompt in Limy?</strong></summary>

A prompt represents a question a user might ask an AI system when researching a topic, product, or brand in your category.

</details>

<details>

<summary><strong>How are prompts created?</strong></summary>

Prompts are generated based on your industry, topics, target personas, and competitive landscape.

</details>

<details>

<summary><strong>What’s the difference between branded and non-branded prompts?</strong></summary>

Branded prompts explicitly mention your brand, while non-branded prompts focus on category or problem-based queries where your brand may or may not appear.

</details>

<details>

<summary><strong>Why do some prompts not mention my brand at all?</strong></summary>

AI systems reference brands based on perceived relevance, authority, and source coverage. Missing mentions highlight opportunities for improvement.<br>

</details>

<details>

<summary><strong>How often are prompts run?</strong></summary>

Prompts are run every 24-96 hours to get the latest accurate result.

</details>

***

### Related Content

{% content-ref url="/pages/nD9fh22ZKe6TUakutr4E" %}
[Prompts](/intelligence/prompts-overview/prompts)
{% endcontent-ref %}

{% content-ref url="/pages/rhIt0brSQ0hkz06ZZFn1" %}
[Prompt Deep Analysis](/intelligence/prompts-overview/prompt-deep-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/RNH2BMldfGSIJToQKEuO" %}
[Broken mention](broken://pages/RNH2BMldfGSIJToQKEuO)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Modifying Prompts

This article explains how to modify prompts in your Limy account.

**Modifying Prompts** allows you to customize the questions Limy tracks to better reflect your business, audience, and strategy. You can edit existing prompts, or remove irrelevant ones to ensure visibility analysis stays aligned with changes in your product, market, or priorities.

### How to Add prompts

{% stepper %}
{% step %}

#### Navigate to **Prompts,** under **Intelligence**

<figure><img src="/files/vkCRgk4FjBAgLpIT2Ubv" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Click on **Modify Prompts**, on the right side

<figure><img src="/files/U1rzWkCAxB0XqDTvoMbb" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Search for a specific prompt or unfold a specific topic

<figure><img src="/files/tRxKeyST991FvjZhVuju" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Select either the **modify** or **trash** button

<figure><img src="/files/BDnMjd2NQ9insXrV0Zhz" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Save all changes

{% endstep %}
{% endstepper %}

{% hint style="warning" %}
Best practice: To ensure accurate trend analysis, prompts should remain stable over time. Adding, editing, or deleting prompts too often can disrupt historical visibility tracking and make comparisons less reliable.
{% endhint %}

### FAQs

<details>

<summary><strong>What are prompts?</strong></summary>

A prompt represents a question a user might ask an AI system when researching a topic, product, or brand in your category.

</details>

<details>

<summary><strong>What’s the difference between branded and non-branded prompts?</strong></summary>

Branded prompts explicitly mention your brand, while non-branded prompts focus on category or problem-based queries where your brand may or may not appear.

</details>

<details>

<summary><strong>How often are prompts run?</strong></summary>

Prompts are run every 24-96 hours to get the latest accurate result.

</details>

<details>

<summary><strong>Can I add prompts?</strong></summary>

Yes. Prompts can be added.

</details>

***

### Relevant Content

{% content-ref url="/pages/XuGOIwFRmgZPG84YMF0v" %}
[Adding Prompts](/intelligence/prompts-overview/adding-prompts)
{% endcontent-ref %}

{% content-ref url="/pages/6kAhYKOlGBTuwcBqHfMk" %}
[Prompts Overview](/intelligence/prompts-overview)
{% endcontent-ref %}

{% content-ref url="/pages/rhIt0brSQ0hkz06ZZFn1" %}
[Prompt Deep Analysis](/intelligence/prompts-overview/prompt-deep-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/5MMZ2BXUk6D9mEVfmg0g" %}
[How Limy Generates Prompts](/intelligence/how-limy-generates-prompts)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Adding Prompts

This article explains how to add and modify prompts in your Limy account.

**Adding Prompts** allows you to customize the questions Limy tracks to better reflect your business, audience, and strategy. You can add prompts to ensure visibility analysis stays aligned with changes in your product, market, or priorities.

### How to Add prompts

{% stepper %}
{% step %}

#### Navigate to **Prompts,** under **Intelligence**

<figure><img src="/files/WkdqlqbY10Rp0QLj1J5v" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Click on **Modify Prompts**, on the right side

<figure><img src="/files/fY1caeGmIgY4a3iZKTCL" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Search for a specific prompt or unfold a specific topic

<figure><img src="/files/UMOt7F97dbLYFxYqCbFy" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Click on **Add Prompt**

<figure><img src="/files/X5bshcNkBQyrwshEuCV7" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Fill out the needed information

<figure><img src="/files/ovNnIafWUsstKTmNWJOE" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Click on **Create**

You can now find your prompts under your topic
{% endstep %}
{% endstepper %}

### FAQ

<details>

<summary><strong>What are prompts?</strong></summary>

A prompt represents a question a user might ask an AI system when researching a topic, product, or brand in your category.

</details>

<details>

<summary><strong>What’s the difference between branded and non-branded prompts?</strong></summary>

Branded prompts explicitly mention your brand, while non-branded prompts focus on category or problem-based queries where your brand may or may not appear.

</details>

<details>

<summary><strong>How often are prompts run?</strong></summary>

Prompts are run every 24-96 hours to get the latest accurate result.

</details>

<details>

<summary><strong>Can I modify prompts?</strong></summary>

Yes. Prompts can be added.

</details>

***

### Relevant Content

{% content-ref url="/pages/k4nrBG3HP9kOfzjahMqT" %}
[Modifying Prompts](/intelligence/prompts-overview/modifying-prompts)
{% endcontent-ref %}

{% content-ref url="/pages/6kAhYKOlGBTuwcBqHfMk" %}
[Prompts Overview](/intelligence/prompts-overview)
{% endcontent-ref %}

{% content-ref url="/pages/rhIt0brSQ0hkz06ZZFn1" %}
[Prompt Deep Analysis](/intelligence/prompts-overview/prompt-deep-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/5MMZ2BXUk6D9mEVfmg0g" %}
[How Limy Generates Prompts](/intelligence/how-limy-generates-prompts)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Competitors

This article explains how to analyze competitor visibility in AI-generated answers and use those insights to improve your brand’s positioning.

The Competitors section shows how AI systems **reference competing brands when generating answers in your category.**

In AI-generated answers, visibility is relative. AI systems rarely mention a single brand in isolation - they compare, recommend alternatives, and highlight leaders based on perceived authority and relevance. This means that your AI visibility **is directly shaped by how competitors are positioned, which sources support them, and which prompts they dominate.**

The Competitors section in Limy helps your and your team understand who is winning AI-generated conversations, why they are winning, and where opportunities exist to shift that balance.

Navigate to the **Competitors** on the left panel.

<figure><img src="/files/edfoxLKr4BLME5d4Ydmh" alt=""><figcaption></figcaption></figure>

### Using the Competitors section, you can:

* See which competitors appear most frequently in AI-generated answers
* Track competitor visibility trends over time
* Identify prompts where competitors outperform your brand
* Understand which sources influence competitor mentions

This allows teams to move from anecdotal assumptions about competitors to data-backed insights grounded in AI behavior.

### For deeper analysis on each prompt, click on **Analyze**. You will then see the following:

* The prompt itself
* The AI-generated answer by each provider
* The brand comparison showing you how you compare to your competitors
* The providers
* The sentiment associated with each brand
* The sources influencing the response

This helps identify whether competitors are gaining or losing AI presence relative to you.

<figure><img src="/files/rodPkR2YqdnKPSBkqHo1" alt=""><figcaption></figcaption></figure>

### FAQs

<details>

<summary><strong>How are competitors selected?</strong></summary>

Competitors are defined during setup and can be updated in Settings based on your market and strategy.

</details>

<details>

<summary><strong>Can I add or remove competitors later?</strong></summary>

Yes. Competitor lists can be modified as your competitive landscape evolves.

</details>

<details>

<summary><strong>Why do some competitors appear more frequently than others?</strong></summary>

AI systems prioritize brands with strong source coverage, authority signals, and relevance to specific prompts.

</details>

***

### Related Content

{% content-ref url="/pages/Sk46Ijovi6f9RQ7iI339" %}
[Adding Competitors](/settings/adding-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/dC2BThLT1i82qaGISsyg" %}
[Deleting Competitors](/settings/deleting-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/oOwP6cxbNQsWB1DC42Hk" %}
[Overall Brand Visibility](/dashboard/dashboard-overview/overall-brand-visibility)
{% endcontent-ref %}

{% content-ref url="/pages/MyHHhCsaPf3IE2bjgEtl" %}
[Market Share Analysis](/dashboard/dashboard-overview/market-share-analysis)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.<br>


# Sentiment Score Analysis

This article explains how sentiment analysis works in Limy and how to identify and address negative or inconsistent AI framing of your brand.

### Overview

Sentiment Analysis shows **how AI systems describe and frame your brand** within AI-generated answers.

When AI platforms generate responses about your brand, they do more than reference facts. They apply tone and context - positive, neutral, or negative - based on the sources they ingest and the narratives they infer. Over time, this framing shapes how users perceive your brand before they ever interact with your website or content directly.

Sentiment Analysis in Limy allows you to understand how AI systems *talk about* your brand, identify where negative or inconsistent framing exists, and take targeted action to improve brand perception across AI-generated answers.

You can access Sentiment Analysis from the **Sentiment** page in the left navigation. Sentiment insights are also available directly within the [**Dashboard**](/dashboard/dashboard-overview) and at the [**individual prompt level**](/intelligence/sentiment-score-analysis/sentiment-analysis-prompt-level), allowing you to analyze brand perception across high-level trends and specific AI-generated answers.

<figure><img src="/files/Qw0qAs2TPpLMQ8JGVX03" alt=""><figcaption></figcaption></figure>

***

### What Sentiment Analysis Shows

Sentiment Analysis allows you to:

* See an overall sentiment score for your brand
* Track sentiment trends over time
* Analyze sentiment at the **prompt level**
* Compare sentiment across competitors
* Identify prompts and sources driving negative or positive framing

Sentiment is measured on a **0–100 scale**, where:

* **0** represents strongly negative framing
* **100** represents strongly positive framing

This score reflects **AI-generated language**, not customer reviews or social sentiment.

***

### How to Access Sentiment Analysis

You can access Sentiment Analysis in multiple places within Limy:

1. Directly within the **Dashboard**

<figure><img src="/files/3zL87EzGhum3tpCZwkbJ" alt=""><figcaption></figcaption></figure>

2. From the **Sentiment** page in the left navigation

<figure><img src="/files/8RRWhF9t9DmRUm8lKWQp" alt=""><figcaption></figcaption></figure>

3. At the **individual prompt level**

<figure><img src="/files/mEEr9BdFCAiUwZJD07Ah" alt=""><figcaption></figcaption></figure>

***

### How to Use Sentiment Analysis

#### Step 1: Review overall sentiment

Start by reviewing your overall sentiment score and trend line to understand how AI framing of your brand changes over time.

This view helps identify:

* Gradual improvements or declines
* Sudden shifts caused by new sources or narratives

#### Step 2: Analyze sentiment at the prompt level

Click into individual prompts to see how sentiment is expressed within specific AI-generated answers.

Prompt-level analysis helps you:

* Identify which topics drive negative framing
* Understand the context behind sentiment changes
* Avoid treating sentiment as a single, abstract metric

#### Step 3: Identify influencing sources

For prompts with negative or mixed sentiment, review the underlying sources AI systems rely on.

Negative framing often originates from:

* Blog posts
* Reviews
* Forum or community discussions (e.g., Reddit)
* Outdated or misleading content

Understanding these sources allows you to take **targeted corrective action**.

{% hint style="info" %}
Sentiment improvement is typically incremental and driven by **addressing specific narratives**, not publishing content at scale.
{% endhint %}

### How Sentiment Analysis Connects to Other Limy Features

Sentiment Analysis works closely with:

* **Prompts:** to identify where sentiment is formed
* **Sources & Citations:** to understand what drives framing
* **Recommendations:** to address sentiment issues through targeted actions
* **Attribution:** to evaluate whether improved sentiment correlates with outcomes

Together, these features help manage **brand perception in AI search**, not just visibility.

{% hint style="info" %}
Use **Sentiment Analysis** to identify prompts and sources where AI systems frame your brand negatively. Review the underlying content (such as blogs or forum posts) and take targeted action - like updating content or adding clarifying, positive commentary - to influence how AI systems interpret your brand over time.
{% endhint %}

### FAQs

<details>

<summary><strong>Is sentiment based on customer reviews or social media?</strong></summary>

No. Sentiment is derived from AI-generated answers and the language used by AI systems, based on the sources they reference.

</details>

<details>

<summary><strong>Can sentiment change quickly?</strong></summary>

Yes. Sentiment can shift when AI systems ingest new sources or re-interpret existing information.

</details>

<details>

<summary><strong>How can I improve negative sentiment?</strong></summary>

Improvement usually involves addressing the underlying sources through updated content, PR efforts, or clarifying commentary.

</details>

<details>

<summary><strong>Should I optimize for sentiment or visibility first?</strong></summary>

Both matter, but addressing negative sentiment on high-visibility prompts should be prioritized.

</details>

***

### Relevant Content

{% content-ref url="/pages/pXjZ5uTdnRmycIfMjELI" %}
[Sentiment Analysis: Prompt Level](/intelligence/sentiment-score-analysis/sentiment-analysis-prompt-level)
{% endcontent-ref %}

{% content-ref url="/pages/6kAhYKOlGBTuwcBqHfMk" %}
[Prompts Overview](/intelligence/prompts-overview)
{% endcontent-ref %}

{% content-ref url="/pages/LTbYDDYNgV7bSGqf9tOC" %}
[Recommendations](/dashboard/dashboard-overview/recommendations)
{% endcontent-ref %}

{% content-ref url="/pages/TzGDW81lHXDTZ9XHnHSe" %}
[Source Analysis](/intelligence/source-analysis)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Sentiment Analysis: Prompt Level

This article explains how to analyze sentiment at the prompt level to understand how AI systems frame your brand within specific questions and topics.

Prompt-level Sentiment Analysis shows how AI systems describe your brand **within the context of specific questions**, not just overall perception. By analyzing sentiment at the prompt level, you can pinpoint exactly which topics, narratives, or sources drive positive or negative framing, making it easier to take targeted action and improve how your brand appears in AI-generated answers.

### How to see the sentiment analysis on the prompt level:

{% stepper %}
{% step %}

#### Go to your Limy account

{% endstep %}

{% step %}

#### Navigate to **Prompts**

<figure><img src="/files/KjCGjhrb0Up16U5VDnP8" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Expand on a topic

<figure><img src="/files/I5uiv5TruI1dhAtfYCAR" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Choose a specific prompt and click on **Analyze**

<figure><img src="/files/UknAWlQTDjaQ8iRTSki9" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### You will be able to see the sentiment analysis overall

<figure><img src="/files/hO9qm3WYZyvuHG20yznc" alt="" width="289"><figcaption></figcaption></figure>

{% endstep %}

{% step %}

#### To see on the source level, scroll down

<figure><img src="/files/e7nDz77CBqdU0AsUxFjH" alt=""><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

{% hint style="info" %}
Limy provides you the sources AI systems reference when generating negative responses. Use this insight to **address the issue strategically -** by creating content that counters the narrative or engaging directly (for example, responding to a social post with a positive message) to help influence future sentiment in AI-generated answers.
{% endhint %}

### FAQs

<details>

<summary><strong>Is sentiment based on user reviews or social media?</strong></summary>

No. Sentiment is derived from AI-generated language, based on the sources AI systems reference when answering prompts.

</details>

<details>

<summary><strong>Can sentiment change over time?</strong></summary>

Yes. Sentiment evolves as AI models ingest new sources, content, and coverage.No. Sentiment is derived from AI-generated language, based on the sources AI systems reference when answering prompts.

</details>

<details>

<summary><strong>Why might sentiment drop suddenly?</strong></summary>

Sudden changes can be caused by new sources being ingested, negative coverage, or shifts in how AI systems interpret existing information.

</details>

<details>

<summary><strong>Can I improve sentiment?</strong></summary>

Yes. Improving sentiment typically involves addressing the underlying sources and narratives through content, PR, and messaging updates.

</details>

***

### Relevant Content

{% content-ref url="/pages/WoKLl2JPwzirkiMSzWYV" %}
[Sentiment Score Analysis](/intelligence/sentiment-score-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/ZuletsYNcdYBNfCK1weU" %}
[Competitors](/intelligence/competitors)
{% endcontent-ref %}

{% content-ref url="/pages/TzGDW81lHXDTZ9XHnHSe" %}
[Source Analysis](/intelligence/source-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Source Analysis

This article explains how sources, pages, and citations influence AI-generated answers and how to use these insights to guide content and PR strategy.

Source Analysis shows you **which sources influence AI-generated answers** about your brand, your competitors, and your industry. You can understand what content AI systems rely on and what to strengthen to improve visibility.

AI platforms synthesize from content they’ve ingested and sources they trust. Source Analysis helps you identify the exact websites, pages, and content types shaping AI answers, making it easier to prioritize content updates, PR placements, and competitive positioning.

### With Source Analysis, you can:

* See which sources AI systems rely on when answering prompts in your industry
* Break down internal vs. external sources influencing your visibility, where you can deep dive into each source and prompts.
* Analyze source types (e.g., blog, news, reviews, docs, community)
* Identify the specific URLs that matter most
* Understand where competitors are being reinforced by strong sources
* Spot gaps where your brand lacks authoritative coverage

{% stepper %}
{% step %}

#### Log in to your **Limy** account

{% endstep %}

{% step %}

#### Navigate to **Source** **Analysis** under Discoverability

<figure><img src="/files/FkmMi5xyWO2EPDxCqK9x" alt=""><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

Within each Source Analysis view, you can apply the same global filters (such as topic, branded vs. non-branded, prompt intent) to focus the analysis on the most relevant prompts.

### The page breaks sources down into:

* Internal vs. external sources
* Sources by type (for example: education, news & media, business & services)
* A ranked source list, showing each provider’s share of influence on AI-generated answers

You can click into any individual source to view every specific URL that was referenced or relied on by the AI systems when generating responses.

This makes it easy to see exactly which content is **shaping AI answers and where visibility is being reinforced.**

### Use Source Analysis for competitive strategy

Compare your sources to competitor sources to answer questions like:

* Which publications or platforms repeatedly mention competitors?
* What type of content is reinforcing their authority?
* Where do they have coverage that you don’t?

This helps you replicate what works—and close visibility gaps with targeted execution.

### With the Source Analysis, your team should be able to:

* Clearly identify which sources most influence AI answers about your category
* Understand whether your visibility is driven by your own content or external coverage
* Prioritize high-impact content updates and PR placements
* Build a measurable roadmap for improving AI authority and mention share
* Explain visibility changes with evidence (“These sources started being cited more / less”)

### FAQ

<details>

<summary><strong>Does Source Analysis show exactly what AI systems used?</strong></summary>

It shows the sources that appear to influence AI answers based on analysis of AI outputs and cited/reference patterns, which helps you understand what content is shaping responses.

</details>

<details>

<summary><strong>Why are competitor sources showing up more than ours?</strong></summary>

Competitors may have stronger third-party coverage, more authoritative citations, or better-aligned content formats (e.g., reviews, comparisons) that AI systems rely on for your category.

</details>

<details>

<summary><strong>How should I use Source Analysis day-to-day?</strong></summary>

Use it to prioritize content refreshes, decide where to invest in PR or partnerships, and validate which narratives and sources are influencing AI answers.

</details>

***

### Relevant Content

{% content-ref url="/pages/XhCUOW8pL3FtQlzyn7qi" %}
[Source Analysis: My Brand](/intelligence/source-analysis/source-analysis-my-brand)
{% endcontent-ref %}

{% content-ref url="/pages/51p5LOkLT88K22QzpBKd" %}
[Source Analysis: Competitors](/intelligence/source-analysis/source-analysis-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/qBqWY9aiWUxO9vCHNo5D" %}
[Owned Sources](/intelligence/owned-sources)
{% endcontent-ref %}

{% content-ref url="/pages/V18nvYwI7QedLN7y5RWF" %}
[Earned Citations](/intelligence/earned-citations)
{% endcontent-ref %}

\
Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Source Analysis: My Brand

This article explains how sources, pages, and citations influence AI-generated answers about your brand and how to use these insights to guide content and PR strategy.

The **My Brand** view shows which sources AI systems rely on when mentioning *your brand* in AI-generated responses. This includes articles, blogs, reviews, documentation, social posts, and third-party sites that influence how AI systems describe your brand.

### You’ll see:

* The sources most frequently referenced when your brand appears
* Source types (media, blogs, forums, documentation, etc.)
* How often each source is used
* See exactly which prompts they're being referred from
* Associated sentiment where applicable

{% stepper %}
{% step %}

#### Log in to your **Limy** account

{% endstep %}

{% step %}

#### Navigate to **Source** **Analysis** under Discoverability

<figure><img src="/files/FkmMi5xyWO2EPDxCqK9x" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

### Select My Brand

<figure><img src="/files/sAcDckmDYIKmwZAz2kJ3" alt="" width="316"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

### How to use it

Use this view to understand **what AI systems “know” about your brand and where that knowledge comes from**. It helps you identify which sources are helping (or hurting) your visibility and perception.

### How to use it for marketing strategy

* **Strengthen high-impact sources:** Double down on sources that AI systems already trust (e.g. improve content, update messaging, expand coverage).
* **Fix negative or outdated narratives:** If a source drives negative sentiment, update or counter it with newer, authoritative content.
* **Guide PR and content efforts:** Pitch publications that already influence AI responses, or create content that mirrors trusted formats.

### What to look for

* Are AI systems relying on outdated articles?
* Are unofficial or low-quality sources influencing responses?
* Is your owned content (blog, docs, site) being referenced enough?

{% hint style="info" %}
**Best practices:** Keep key brand pages up to date and use insights here to prioritize PR outreach and content refreshes.&#x20;
{% endhint %}

#### FAQs

<details>

<summary><strong>Why don’t I see all mentions of my brand?</strong></summary>

AI systems selectively reference sources they trust most. This view shows the most influential ones.

</details>

<details>

<summary><strong>Can I influence which sources AI uses?</strong></summary>

Yes - by improving content quality, authority, freshness, and external validation.

</details>

***

### Relevant Content

{% content-ref url="/pages/TzGDW81lHXDTZ9XHnHSe" %}
[Source Analysis](/intelligence/source-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/51p5LOkLT88K22QzpBKd" %}
[Source Analysis: Competitors](/intelligence/source-analysis/source-analysis-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/qBqWY9aiWUxO9vCHNo5D" %}
[Owned Sources](/intelligence/owned-sources)
{% endcontent-ref %}

{% content-ref url="/pages/V18nvYwI7QedLN7y5RWF" %}
[Earned Citations](/intelligence/earned-citations)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Source Analysis: Competitors

This article explains how sources, pages, and citations influence AI-generated answers about your competitors and how to use these insights to guide content and PR strategy.

The **Competitors** view reveals which sources AI systems rely on when mentioning *other brands* in your market. This helps you understand **why competitors appear**, and what sources support their visibility.

### You’ll see:

* Top sources referenced for each competitor
* Source overlap between competitors
* Differences in source types (PR-heavy vs content-heavy, etc.)

{% stepper %}
{% step %}

#### Log in to your **Limy** account

{% endstep %}

{% step %}

#### Navigate to **Source** **Analysis** under Discoverability

<figure><img src="/files/FkmMi5xyWO2EPDxCqK9x" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Select Competitors

<figure><img src="/files/gmFbyh2DvAWMbVqiVRjT" alt="" width="282"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

### How to use it

This view helps you **reverse-engineer competitor visibility** by showing what content, coverage, and platforms are working for them.

### How to use it for marketing strategy

* **Identify gaps:** Find sources competitors use that you don’t appear in.
* **Replicate success patterns:** If competitors dominate via reviews, PR, or forums, prioritize those channels.
* **Benchmark authority:** Compare source quality and authority between brands.

### What to look for

* Are competitors winning through PR, content, or community platforms?
* Are there shared sources you can compete within?
* Are competitors benefiting from platforms you’ve ignored?

{% hint style="info" %}
**Best practices:** focus on quality, prioritize sources AI systems repeatedly trust across competitors and use this view to guide PR targets and content distribution.
{% endhint %}

#### FAQs

<details>

<summary><strong>Does appearing in the same source guarantee visibility?</strong></summary>

No, but it increases your chances - content quality and relevance still matter.

</details>

<details>

<summary><strong>Should I copy competitor content?</strong></summary>

No. Use insights to inform strategy, not replicate messaging.

</details>

***

### Relevant Content

{% content-ref url="/pages/TzGDW81lHXDTZ9XHnHSe" %}
[Source Analysis](/intelligence/source-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/51p5LOkLT88K22QzpBKd" %}
[Source Analysis: Competitors](/intelligence/source-analysis/source-analysis-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/qBqWY9aiWUxO9vCHNo5D" %}
[Owned Sources](/intelligence/owned-sources)
{% endcontent-ref %}

{% content-ref url="/pages/V18nvYwI7QedLN7y5RWF" %}
[Earned Citations](/intelligence/earned-citations)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Source Analysis: Industry

This article explains how sources, pages, and citations influence AI-generated answers about your industry and adapt your own PR strategy.

The **Industry** view highlights the sources AI systems rely on when answering *general questions about your market*, even when no specific brand is mentioned.

### You’ll see:

* Industry-defining publications and platforms
* Common sources used across category-level prompts
* The foundation of AI “market knowledge”

{% stepper %}
{% step %}

#### Log in to your **Limy** account

{% endstep %}

{% step %}

#### Navigate to **Source** **Analysis** under Discoverability

<figure><img src="/files/FkmMi5xyWO2EPDxCqK9x" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Select Industry

<figure><img src="/files/h6hJsIdtdzk0k2REyMl4" alt="" width="274"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

### How to use it

This view shows **where authority in your industry is established** and which sources shape AI understanding of your category.

### How to use it for marketing strategy

* **Establish thought leadership:** Aim to be featured or cited in industry-defining sources.
* **Guide content strategy:** Align your content with narratives AI systems already trust.
* **Influence category conversations:** Contribute to sources shaping how AI defines your industry.

### What to look for

* Are you present in industry-defining sources?
* Are there authoritative platforms you haven’t targeted?
* Are industry narratives aligned with your positioning?

{% hint style="info" %}
**Best practices:** treat industry sources as long term investments and combine this view with Prompts to align content with real AI questions.
{% endhint %}

### FAQs

<details>

<summary><strong>Why does this matter if my brand isn’t mentioned?</strong></summary>

Industry sources shape the context AI uses to evaluate brands later.

</details>

<details>

<summary><strong>How often should I review this view?</strong></summary>

Quarterly is recommended, or when updating positioning or messaging.

</details>

***

### Relevant Content

{% content-ref url="/pages/TzGDW81lHXDTZ9XHnHSe" %}
[Source Analysis](/intelligence/source-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/51p5LOkLT88K22QzpBKd" %}
[Source Analysis: Competitors](/intelligence/source-analysis/source-analysis-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/qBqWY9aiWUxO9vCHNo5D" %}
[Owned Sources](/intelligence/owned-sources)
{% endcontent-ref %}

{% content-ref url="/pages/V18nvYwI7QedLN7y5RWF" %}
[Earned Citations](/intelligence/earned-citations)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Owned Sources

This article explains which about your competitors and how to use these insights to guide content and PR strategy.

In the Owner Sources view, you can see which of your site pages are being cited or relied on by AI systems.

### You can leverage this section to:

* Identify which pages are already driving visibility
* Prioritize improving high-impact pages
* Ensure key pages are discoverable and up to date

{% hint style="info" %}
Apply **filters** to focus your analysis on the most relevant data. Filters help reduce noise and ensure insights align with your business objectives.
{% endhint %}

### How to access Owned Sources

{% stepper %}
{% step %}

#### Log in to your **Limy** account

{% endstep %}

{% step %}

#### Navigate to **Source** **Analysis** > select '**Owned** **Sources**' under **Intelligence**

<figure><img src="/files/xWA5eDzUrb4hKnUqkt2Q" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Select a specific source to see additional details

<figure><img src="/files/MOzT6gVgX1fSHe0ae3RI" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Click on **Prompts** to see specific prompts that mention this source

<figure><img src="/files/XT5Z9ORflfWXEun5ei54" alt=""><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

{% hint style="info" %}
You can **identify** **trends** in the sources and pages that influence AI-generated answers, including which prompts they are associated with and how often they are referenced over time.&#x20;

From here, you can directly access the source content, analyze which pages attract the most attention, and use these insights to **refine** your content strategy, **double down on high-impact channels**, and **prioritize** distribution where AI systems are most responsive.
{% endhint %}

### FAQs

<details>

<summary><strong>What’s the difference between Owned Sources and Earned Citations?</strong></summary>

Owned Sources are typically your owned content (your site pages) that influence AI answers; Earned Citations are external sources (publications, reviews, blogs, videos) that shape how AI systems describe your brand and category.

</details>

***

### Relevant Content

{% content-ref url="/pages/V18nvYwI7QedLN7y5RWF" %}
[Earned Citations](/intelligence/earned-citations)
{% endcontent-ref %}

{% content-ref url="/pages/51p5LOkLT88K22QzpBKd" %}
[Source Analysis: Competitors](/intelligence/source-analysis/source-analysis-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/7GapUE3Fi5rgL9lqUYDB" %}
[Source Analysis: Industry](/intelligence/source-analysis/source-analysis-industry)
{% endcontent-ref %}

{% content-ref url="/pages/XhCUOW8pL3FtQlzyn7qi" %}
[Source Analysis: My Brand](/intelligence/source-analysis/source-analysis-my-brand)
{% endcontent-ref %}

{% content-ref url="/pages/TzGDW81lHXDTZ9XHnHSe" %}
[Source Analysis](/intelligence/source-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/LTbYDDYNgV7bSGqf9tOC" %}
[Recommendations](/dashboard/dashboard-overview/recommendations)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Earned Citations

In the Earned Citations view, you can see external sources AI systems references.

### In this section, you can see sources that mention you:

* PR articles and publications
* Blog posts, listicles, and comparisons
* Reviews and community discussions
* Videos and third-party content
* And more&#x20;

{% hint style="info" %}
Apply filters to focus your analysis on the most relevant data. Filters help reduce noise and ensure insights align with your business objectives.
{% endhint %}

### How to access Earned Citations

{% stepper %}
{% step %}

#### Log in to your **Limy** account

{% endstep %}

{% step %}

#### Navigate Sources > select **Earned** **Citations** under '**Intelligence**'

<figure><img src="/files/PVdQoPDg8ORHXruYdhw8" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Select a specific source to see additional details

<figure><img src="/files/mcD5qPw2IeEZ7FnGC3se" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Click on **Prompts** to see specific prompts that mention this source

<figure><img src="/files/Ie1RxfQ5Aq6ojNqt1ZdZ" alt=""><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

### You can leverage this to:

* Validate which external narratives are shaping AI perception
* Identify top channels and sites that influence AI answers in your market
* Find opportunities for PR, partnerships, and placement

### FAQs

<details>

<summary><strong>What’s the difference between Owned Sources and Earned Citations?</strong></summary>

Owned Sources are typically your owned content (your site pages) that influence AI answers; Earned Citations are external sources (publications, reviews, blogs, videos) that shape how AI systems describe your brand and category.

</details>

<details>

<summary><strong>Can I use this to evaluate PR impact?</strong></summary>

Yes. Citations can help identify whether PR placements and coverage are appearing among sources that influence AI answers, and which types of coverage seem most impactful.

</details>

***

### Relevant Content

{% content-ref url="/pages/V18nvYwI7QedLN7y5RWF" %}
[Earned Citations](/intelligence/earned-citations)
{% endcontent-ref %}

{% content-ref url="/pages/TzGDW81lHXDTZ9XHnHSe" %}
[Source Analysis](/intelligence/source-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/51p5LOkLT88K22QzpBKd" %}
[Source Analysis: Competitors](/intelligence/source-analysis/source-analysis-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/7GapUE3Fi5rgL9lqUYDB" %}
[Source Analysis: Industry](/intelligence/source-analysis/source-analysis-industry)
{% endcontent-ref %}

{% content-ref url="/pages/XhCUOW8pL3FtQlzyn7qi" %}
[Source Analysis: My Brand](/intelligence/source-analysis/source-analysis-my-brand)
{% endcontent-ref %}

{% content-ref url="/pages/LTbYDDYNgV7bSGqf9tOC" %}
[Recommendations](/dashboard/dashboard-overview/recommendations)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Recommendations

This article explains what are recommendations, and how to leverage them to improve your visibility across the LLMs.

Recommendations help you turn AI visibility insights into concrete, high-impact actions.

AI systems decide which brands to mention based on the content they ingest, the sources they trust, and the patterns they observe across the web. Simply knowing where you appear in AI-generated answers is not enough - improving visibility requires targeted changes across content, PR, technical setup, and external signals.

Recommendations in Limy are designed to bridge that gap. They translate AI visibility data into specific, actionable suggestions that help marketing teams improve how often and how accurately AI systems reference their brand.

### Recommendations allow you to:

* Improve existing pages that AI systems already read
* Strengthen external signals such as PR, social, and third-party coverage
* Address technical issues that could limit AI crawlability
* Focus efforts on prompts and topics that matter most to your business

Each recommendation is based on observed AI behavior, competitor performance, and the sources influencing AI-generated answers in your market.

### FAQ

<details>

<summary><strong>What are recommendations in Limy?</strong></summary>

Recommendations are data-driven actions suggested by Limy to improve how AI systems ingest, reference, and position your brand in AI-generated answers.

</details>

<details>

<summary><strong>How does Limy decide which recommendations to show?</strong></summary>

Recommendations are generated based on prompt-level visibility gaps, competitor performance, source influence, sentiment signals, and AI ingestion behavior specific to your market.

</details>

<details>

<summary><strong>Are recommendations customized to my brand?</strong></summary>

Yes. Recommendations reflect your industry, competitors, and the prompts most relevant to your ICP.

</details>

<details>

<summary><strong>How should I prioritize recommendations?</strong></summary>

Prioritize recommendations tied to high-impact prompts, topics with strong commercial intent, or areas where competitors consistently outperform you.

</details>

<details>

<summary><strong>Why is it important to update recommendation statuses?</strong></summary>

Updating statuses helps Limy understand what has already been implemented, keeps your workspace organized, and enables the system to surface new and more relevant recommendations.

</details>

<details>

<summary><strong>How long does it take to see results after implementation?</strong></summary>

Results typically appear gradually as AI systems ingest updated content and refresh their answers, which can take days or weeks depending on the change.

</details>

***

### Related Content

{% content-ref url="/pages/ASpXoxU8G7y2quB7HMmo" %}
[Recommendation Types](/optimization/recommendations/recommendation-types)
{% endcontent-ref %}

{% content-ref url="/pages/ajfv8f1KphGMgjIVgm3T" %}
[Recommendation Guidelines](/optimization/recommendations/recommendation-guidelines)
{% endcontent-ref %}

{% content-ref url="/pages/XiB9wOE16TUiomLzxG10" %}
[Recommendation Statuses](/optimization/recommendations/recommendation-statuses)
{% endcontent-ref %}

{% content-ref url="/pages/AWtqxgqSiPtD7IfmSjls" %}
[Recommendations Tracking](/optimization/recommendations/recommendations-tracking)
{% endcontent-ref %}

{% content-ref url="/pages/PXwyvGF3UQDVfohKPID9" %}
[Recommendation Plan](/optimization/recommendations/recommendation-plan)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Recommendation Feed

This article explains what is available in your recommendation feed and how to organize it to increase team efficiency.

All recommendations suggested by Limy are available under the recommendation tab, where you can view every recommendation, including those that are active or currently in progress.

On the left side, navigate to **Recommendations**, click on **Feed**.&#x20;

Each recommendation in the feed includes key contextual information to help you assess priority and relevance, including:

* **Potential impact** on AI visibility and positioning
* **Applicable topics and prompts** the recommendation relates to
* **Recommendation type** (content, new content, PR, social/community, or technical)
* **Date suggested**, indicating when the opportunity was identified

<figure><img src="/files/HDMdmkut4d9GgG4g7MbX" alt=""><figcaption></figcaption></figure>

### Learn more about a recommendation

Clicking into a recommendation opens a detailed [guideline](/optimization/recommendations/recommendation-guidelines) explaining **why the opportunity exists and how to act on it**.&#x20;

Each recommendation includes:

* Insight into the underlying visibility gap
* Why the suggested site, topic, or action is relevant
* Concrete guidance on execution - such as how to approach outreach, what type of content to create, and what angle is most likely to resonate.&#x20;

Where applicable, Limy also provides example URLs and expected outcomes to help teams understand the potential impact before investing time or resources.

<figure><img src="/files/1dQHn8PAGmtsIRZ3bIDa" alt=""><figcaption></figcaption></figure>

### Recommendation status and tracking

Each recommendation includes a status field that allows you to track **progress** and keep **execution organized.** Updating [**statuses**](/optimization/recommendations/recommendation-statuses) - such as Active, In Progress, or Done - helps Limy understand what has already been addressed and ensures future recommendations remain relevant.&#x20;

When a recommendation is marked as **Done**, adding the live URL enables Limy to [track](/optimization/recommendations/recommendations-tracking) its impact over time, allowing you to measure changes in AI visibility and understand which actions contribute to meaningful results.

### FAQs

<details>

<summary><strong>What are recommendations in Limy?</strong></summary>

Recommendations are data-driven actions suggested by Limy to improve how AI systems ingest, reference, and position your brand in AI-generated answers.

</details>

<details>

<summary><strong>How does Limy decide which recommendations to show?</strong></summary>

Recommendations are generated based on prompt-level visibility gaps, competitor performance, source influence, sentiment signals, and AI ingestion behavior specific to your market.

</details>

<details>

<summary><strong>Are recommendations customized to my brand?</strong></summary>

Yes. Recommendations reflect your industry, competitors, and the prompts most relevant to your ICP.

</details>

<details>

<summary><strong>How should I prioritize recommendations?</strong></summary>

Prioritize recommendations tied to high-impact prompts, topics with strong commercial intent, or areas where competitors consistently outperform you.

</details>

<details>

<summary><strong>Why is it important to update recommendation statuses?</strong></summary>

Updating statuses helps Limy understand what has already been implemented, keeps your workspace organized, and enables the system to surface new and more relevant recommendations.

</details>

<details>

<summary><strong>How long does it take to see results after implementation?</strong></summary>

Results typically appear gradually as AI systems ingest updated content and refresh their answers, which can take days or weeks depending on the change.

</details>

***

### Related Content

{% content-ref url="/pages/ASpXoxU8G7y2quB7HMmo" %}
[Recommendation Types](/optimization/recommendations/recommendation-types)
{% endcontent-ref %}

{% content-ref url="/pages/ajfv8f1KphGMgjIVgm3T" %}
[Recommendation Guidelines](/optimization/recommendations/recommendation-guidelines)
{% endcontent-ref %}

{% content-ref url="/pages/XiB9wOE16TUiomLzxG10" %}
[Recommendation Statuses](/optimization/recommendations/recommendation-statuses)
{% endcontent-ref %}

{% content-ref url="/pages/PXwyvGF3UQDVfohKPID9" %}
[Recommendation Plan](/optimization/recommendations/recommendation-plan)
{% endcontent-ref %}

{% content-ref url="/pages/AWtqxgqSiPtD7IfmSjls" %}
[Recommendations Tracking](/optimization/recommendations/recommendations-tracking)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Recommendation Types

This article represents all type of recommendations that is suggested by Limy.

To help improve your visibility from multiple angles, Limy provides a variety of recommendation types, each focused on a different area of impact.

### Limy suggests five type of recommendations:

1. **Content:** Improvements to existing pages created by you, that AI already ingests
2. **Blog:** New content that you can create
3. **PR:** External validation through articles, reviews, and publications
4. **Social:** Presence in platforms AI systems frequently reference (e.g. LinkedIn, Reddit, etc.)
5. **Technical:** Crawlability, accessibility, and other technical signals

Each recommendation explains what's missing, why it matters for AI visibility, and how to address it.

{% hint style="info" %}
For prioritization, focus on **quick** **wins** and **high**-**impact** recommendations across all topics to drive results faster.
{% endhint %}

### FAQ

<details>

<summary><strong>What are recommendations in Limy?</strong></summary>

Recommendations are data-driven actions suggested by Limy to improve how AI systems ingest, reference, and position your brand in AI-generated answers.

</details>

<details>

<summary><strong>How does Limy decide which recommendations to show?</strong></summary>

Recommendations are generated based on prompt-level visibility gaps, competitor performance, source influence, sentiment signals, and AI ingestion behavior specific to your market.

</details>

<details>

<summary><strong>Are recommendations customized to my brand?</strong></summary>

Yes. Recommendations reflect your industry, competitors, and the prompts most relevant to your ICP.

</details>

<details>

<summary><strong>How should I prioritize recommendations?</strong></summary>

Prioritize recommendations tied to high-impact prompts, topics with strong commercial intent, or areas where competitors consistently outperform you.

</details>

<details>

<summary><strong>Why is it important to update recommendation statuses?</strong></summary>

Updating statuses helps Limy understand what has already been implemented, keeps your workspace organized, and enables the system to surface new and more relevant recommendations.

</details>

<details>

<summary><strong>How long does it take to see results after implementation?</strong></summary>

Results typically appear gradually as AI systems ingest updated content and refresh their answers, which can take days or weeks depending on the change.

</details>

***

### Related Content

{% content-ref url="/pages/ZgNtnzfIPFGaLSoQAEFw" %}
[Recommendation Feed](/optimization/recommendations/recommendation-feed)
{% endcontent-ref %}

{% content-ref url="/pages/ajfv8f1KphGMgjIVgm3T" %}
[Recommendation Guidelines](/optimization/recommendations/recommendation-guidelines)
{% endcontent-ref %}

{% content-ref url="/pages/XiB9wOE16TUiomLzxG10" %}
[Recommendation Statuses](/optimization/recommendations/recommendation-statuses)
{% endcontent-ref %}

{% content-ref url="/pages/PXwyvGF3UQDVfohKPID9" %}
[Recommendation Plan](/optimization/recommendations/recommendation-plan)
{% endcontent-ref %}

{% content-ref url="/pages/AWtqxgqSiPtD7IfmSjls" %}
[Recommendations Tracking](/optimization/recommendations/recommendations-tracking)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Recommendation Guidelines

This article explains how to interpret Limy’s recommendations and apply them effectively to improve AI visibility and positioning.

The Recommendations Guidelines provide clear direction on how to approach and implement each recommendation effectively. They outline the goal of the recommendation, explain why it matters, and include step-by-step guidance and best practices to help you take action with confidence.&#x20;

Use the guidelines to align with your team, understand expected outcomes, and ensure you’re following the recommended approach for maximizing impact and improving overall visibility.

{% stepper %}
{% step %}

#### Navigate to Recommendations

{% endstep %}

{% step %}

#### Go to Feed

<figure><img src="/files/HDMdmkut4d9GgG4g7MbX" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Select one recommendation

{% endstep %}

{% step %}

#### Click on **Learn** **More**

{% endstep %}
{% endstepper %}

<figure><img src="/files/EfkT2hzWI82UYvqFQrlf" alt=""><figcaption></figcaption></figure>

Now that you had a chance to review your suggested recommendation, you can collaborate with your team to put it into action and use it to enhance your overall visibility.

{% hint style="info" %}
Add a status to your recommendation to organize your workload and signal active work, allowing Limy to surface additional recommendations.
{% endhint %}

### FAQ

<details>

<summary><strong>What are recommendations in Limy?</strong></summary>

Recommendations are data-driven actions suggested by Limy to improve how AI systems ingest, reference, and position your brand in AI-generated answers.

</details>

<details>

<summary><strong>How does Limy decide which recommendations to show?</strong></summary>

Recommendations are generated based on prompt-level visibility gaps, competitor performance, source influence, sentiment signals, and AI ingestion behavior specific to your market.

</details>

<details>

<summary><strong>Are recommendations customized to my brand?</strong></summary>

Yes. Recommendations reflect your industry, competitors, and the prompts most relevant to your ICP.

</details>

<details>

<summary><strong>How should I prioritize recommendations?</strong></summary>

Prioritize recommendations tied to high-impact prompts, topics with strong commercial intent, or areas where competitors consistently outperform you.

</details>

<details>

<summary><strong>Why is it important to update recommendation statuses?</strong></summary>

Updating statuses helps Limy understand what has already been implemented, keeps your workspace organized, and enables the system to surface new and more relevant recommendations.

</details>

<details>

<summary><strong>How long does it take to see results after implementation?</strong></summary>

Results typically appear gradually as AI systems ingest updated content and refresh their answers, which can take days or weeks depending on the change.

</details>

***

### Related Content

{% content-ref url="/pages/ZgNtnzfIPFGaLSoQAEFw" %}
[Recommendation Feed](/optimization/recommendations/recommendation-feed)
{% endcontent-ref %}

{% content-ref url="/pages/ASpXoxU8G7y2quB7HMmo" %}
[Recommendation Types](/optimization/recommendations/recommendation-types)
{% endcontent-ref %}

{% content-ref url="/pages/XiB9wOE16TUiomLzxG10" %}
[Recommendation Statuses](/optimization/recommendations/recommendation-statuses)
{% endcontent-ref %}

{% content-ref url="/pages/AWtqxgqSiPtD7IfmSjls" %}
[Recommendations Tracking](/optimization/recommendations/recommendations-tracking)
{% endcontent-ref %}

{% content-ref url="/pages/PXwyvGF3UQDVfohKPID9" %}
[Recommendation Plan](/optimization/recommendations/recommendation-plan)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Recommendation Statuses

This article explains how to use recommendation statuses to track progress, keep execution organized, and ensure future recommendations remain relevant.

Keeping recommendation statuses up to date is important, as it helps Limy understand what you’ve already worked on and tailor future recommendations accordingly.&#x20;

### Each recommendation includes a status that helps you manage execution:

* **Active**: recommendation ready to work on
* **In Progress:** currently being implemented
* **Done**: completed and ready for tracking.&#x20;
  * Once the recommendation is ready, you can add the URL under ‘**Tracking**’ to ensure that you're measuring the impact of the URL. You’ll be able to see the results under **Recommendations** > **Tracking**.
* **Dismissed:** not relevant or intentionally skipped

<figure><img src="/files/JJ2HxFpbXykiny68dKUk" alt="" width="387"><figcaption></figcaption></figure>

{% hint style="info" %}
Marking a recommendation as **In Progress** keeps it visible at the bottom of the page, organizes your feed, and signals to the team that it’s already being handled - this helps prevent overlapping work.
{% endhint %}

#### FAQs

<details>

<summary><strong>What are recommendations in Limy?</strong></summary>

Recommendations are data-driven actions suggested by Limy to improve how AI systems ingest, reference, and position your brand in AI-generated answers.

</details>

<details>

<summary><strong>Can I dismiss recommendations?</strong></summary>

Yes. Dismissing a recommendation removes it from your active queue if it is not relevant to your strategy. You can remove a recommendation forever or snooze it for up to a month.&#x20;

</details>

<details>

<summary><strong>Are recommendations customized to my brand?</strong></summary>

Yes. Recommendations reflect your industry, competitors, and the prompts most relevant to your ICP.

</details>

<details>

<summary><strong>How should I prioritize recommendations?</strong></summary>

Prioritize recommendations tied to high-impact prompts, topics with strong commercial intent, or areas where competitors consistently outperform you.

</details>

<details>

<summary><strong>Why is it important to update recommendation statuses?</strong></summary>

Updating statuses helps Limy understand what has already been implemented, keeps your workspace organized, and enables the system to surface new and more relevant recommendations.

</details>

<details>

<summary><strong>How long does it take to see results after implementation?</strong></summary>

Results typically appear gradually as AI systems ingest updated content and refresh their answers, which can take days or weeks depending on the change.

</details>

***

### Related Content

{% content-ref url="/pages/ZgNtnzfIPFGaLSoQAEFw" %}
[Recommendation Feed](/optimization/recommendations/recommendation-feed)
{% endcontent-ref %}

{% content-ref url="/pages/ASpXoxU8G7y2quB7HMmo" %}
[Recommendation Types](/optimization/recommendations/recommendation-types)
{% endcontent-ref %}

{% content-ref url="/pages/AWtqxgqSiPtD7IfmSjls" %}
[Recommendations Tracking](/optimization/recommendations/recommendations-tracking)
{% endcontent-ref %}

{% content-ref url="/pages/ajfv8f1KphGMgjIVgm3T" %}
[Recommendation Guidelines](/optimization/recommendations/recommendation-guidelines)
{% endcontent-ref %}

{% content-ref url="/pages/PXwyvGF3UQDVfohKPID9" %}
[Recommendation Plan](/optimization/recommendations/recommendation-plan)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Recommendation Plan

This article explains how to define focus areas and preferences so Limy can generate recommendations aligned with your strategic priorities.

The Plan section allows you to **control** how recommendations are generated and prioritized based on your team’s capacity, focus areas, and growth strategy.

AI visibility optimization can span many surfaces - on-site content, off-site PR, technical improvements, and multiple topics at once. The plan helps you define where Limy should **focus** and how much work **your team can realistically handle,** so recommendations remain actionable rather than overwhelming.

By setting a plan, you ensure that Limy delivers recommendations that align with your business priorities and operational bandwidth.

### What the Plan Controls

The Plan allows you to define three key dimensions of your recommendation strategy:

* Where to grow visibility (on-site, off-site, or both)
* What topics to focus on
* How many recommendations your team can handle per week

These inputs guide how Limy generates and prioritizes recommendations for your workspace.

### How to Configure Your Plan

{% stepper %}
{% step %}

#### On the left panel, navigate to **Recommendations**&#x20;

{% endstep %}

{% step %}

#### Click on **Feed**

{% endstep %}

{% step %}

#### On the right side, click on **Plan**&#x20;

<figure><img src="/files/MgYtUUfxrZtHD3zxGqrU" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Choose your growth scope

Select where you want Limy to focus recommendation efforts:

* **On-site:** Content, blogs, and technical improvements on your website
* **Off-site:** PR, third-party coverage, reviews, and external mentions
* **Both**: A mix of on-site and off-site recommendations

This helps Limy tailor recommendations to the channels you want to prioritize.

<figure><img src="/files/5e1SVLTziRVqELTJCThR" alt="" width="375"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Select topics you'd like to focus on

Choose the key topics you want to optimize.&#x20;

<figure><img src="/files/EIq4VyFe3ct7oTm3wIhN" alt="" width="375"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Set your team's bandwidth

Define how many recommendations your team can realistically work on per week.

This setting helps Limy:

* Limit the number of active recommendations
* Prioritize the highest-impact actions
* Avoid overwhelming your team with too many suggestions at once

You can adjust this setting at any time as capacity changes.

<figure><img src="/files/y6rMOsc1ZkFmr2N9txep" alt="" width="375"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Confirm your current set up & complete your plan

{% endstep %}
{% endstepper %}

### When your plan is configured correctly, you should see:

* A steady, manageable flow of recommendations
* Clear alignment between recommendations and business priorities
* Faster execution and higher completion rates
* Better visibility improvements over time due to consistent execution

This plan helps turn recommendations into a sustainable operating model, rather than a one-time backlog.

{% hint style="info" %}
If no plan is created, Limy will determine which content to push, including the topics and number of recommendations. It’s important to keep statuses up to date so Limy can continue suggesting relevant recommendations.
{% endhint %}

### FAQs

<details>

<summary><strong>Can I change my plan later?</strong></summary>

Yes. You can update your plan at any time to reflect new priorities or changes in team capacity.

</details>

<details>

<summary><strong>Does the plan affect existing recommendations?</strong></summary>

The plan primarily affects future recommendations. Existing recommendations can still be completed or dismissed.

</details>

<details>

<summary><strong>Should I start with fewer recommendations?</strong></summary>

You can start with a lower bandwidth to help your team build momentum and ensure consistent execution. Once you understand how it works and who’s responsible, you can gradually increase the bandwidth.

</details>

<details>

<summary><strong>Do I need to select all topics?</strong></summary>

It is recommended to focus on fewer, high-priority topics to lead to better results.

</details>

***

### Related Content

{% content-ref url="/pages/ZgNtnzfIPFGaLSoQAEFw" %}
[Recommendation Feed](/optimization/recommendations/recommendation-feed)
{% endcontent-ref %}

{% content-ref url="/pages/ASpXoxU8G7y2quB7HMmo" %}
[Recommendation Types](/optimization/recommendations/recommendation-types)
{% endcontent-ref %}

{% content-ref url="/pages/XiB9wOE16TUiomLzxG10" %}
[Recommendation Statuses](/optimization/recommendations/recommendation-statuses)
{% endcontent-ref %}

{% content-ref url="/pages/AWtqxgqSiPtD7IfmSjls" %}
[Recommendations Tracking](/optimization/recommendations/recommendations-tracking)
{% endcontent-ref %}

{% content-ref url="/pages/ajfv8f1KphGMgjIVgm3T" %}
[Recommendation Guidelines](/optimization/recommendations/recommendation-guidelines)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.<br>


# Recommendations Tracking

This article explains how to track the impact of completed recommendations over time and measure improvements in AI visibility and performance.

With Limy, you can track completed recommendations and see the impact it has on how many more references from the LLM it now has. Once tracked, Limy monitors how AI visibility changes over time for the relevant prompts and topics.

Navigate to **Recommendations** > **Tracking** to view the impact and impressions of all your recommendations.

### Click on a specific recommendation to open its detailed view.

<figure><img src="/files/XwhuOrZOwcjHWJr4ONwu" alt=""><figcaption></figcaption></figure>

### Within this view, you’ll see:

* An impact trend line showing how visibility has changed over time
* A list of new prompts where your brand now appears as a result of the recommendation
* The original recommendation guidelines, providing context on what was implemented and why

This allows you to clearly connect executed actions to measurable changes in AI visibility.

<figure><img src="/files/2zQPr0XHNlClnjaqLdIV" alt=""><figcaption></figcaption></figure>

### When recommendations are used consistently, you should be able to:

* Appear in a growing number of relevant AI prompts
* Improve visibility for high-intent and high-value topics
* See measurable changes after publishing content or PR
* Build a clear connection between execution and AI visibility outcomes

Recommendations work best when treated as an ongoing operating system rather than a one-time task list.

### FAQs

<details>

<summary><strong>What are recommendations in Limy?</strong></summary>

Recommendations are data-driven actions suggested by Limy to improve how AI systems ingest, reference, and position your brand in AI-generated answers.

</details>

<details>

<summary><strong>Why is it important to update recommendation statuses?</strong></summary>

Updating statuses helps Limy understand what has already been implemented, keeps your workspace organized, and enables the system to surface new and more relevant recommendations.

</details>

<details>

<summary><strong>How long does it take to see results?</strong></summary>

AI systems update over time as they ingest new content. Some changes may appear after 6 days, while others take longer depending on crawl and model update cycles.

</details>

<details>

<summary><strong>How long does it take to see results after implementation?</strong></summary>

Results typically appear gradually as AI systems ingest updated content and refresh their answers, which can take days or weeks depending on the change.

</details>

<details>

<summary><strong>Are recommendations customized to my brand?</strong></summary>

Yes. Recommendations reflect your industry, competitors, and the prompts most relevant to your ICP.

</details>

<details>

<summary><strong>How should I prioritize recommendations?</strong></summary>

Prioritize recommendations tied to high-impact prompts, topics with strong commercial intent, or areas where competitors consistently outperform you.

</details>

***

### Related Content

{% content-ref url="/pages/ZgNtnzfIPFGaLSoQAEFw" %}
[Recommendation Feed](/optimization/recommendations/recommendation-feed)
{% endcontent-ref %}

{% content-ref url="/pages/ASpXoxU8G7y2quB7HMmo" %}
[Recommendation Types](/optimization/recommendations/recommendation-types)
{% endcontent-ref %}

{% content-ref url="/pages/XiB9wOE16TUiomLzxG10" %}
[Recommendation Statuses](/optimization/recommendations/recommendation-statuses)
{% endcontent-ref %}

{% content-ref url="/pages/ajfv8f1KphGMgjIVgm3T" %}
[Recommendation Guidelines](/optimization/recommendations/recommendation-guidelines)
{% endcontent-ref %}

{% content-ref url="/pages/PXwyvGF3UQDVfohKPID9" %}
[Recommendation Plan](/optimization/recommendations/recommendation-plan)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Monitoring

This article explains how Limy combines bot behavior, user behavior, and attribution to measure and optimize AI-driven discovery and performance.

Limy Monitoring provides a **complete measurement layer for AI-driven discovery**, combining visibility into how AI systems retrieve and interpret your content with how users behave after discovering your brand through AI-generated answers.

AI search introduces two critical but traditionally invisible dimensions:

1. How **users act after exposure** to those AI-generated answers
2. How **AI agents and bots ingest content** before generating answers

Limy Monitoring brings these two dimensions together through the **Limy Pixel** and the **Bot Monitor**, enabling you to understand the full AI journey - from prompt generation to user behavior and business outcomes.

### What Limy Monitoring Includes

Limy Monitoring is composed of two complementary components:

* **Limy Pixel (AI Traffic Monitor):** tracks user behavior after exposure to AI-generated answers, enabling attribution and ROI measurement
* **Bot Monitor:** captures how AI agents retrieve and process your content and translates that activity into prompt-level intelligence

Together, they provide a real-time, end-to-end view of AI-driven visibility and performance

***

### Limy Pixel: Measuring User Behavior and Outcomes

The Limy Pixel tracks **real user behavior after exposure to AI-generated answers**.

Once installed, it allows Limy to:

* Identify AI-originated sessions
* Track how users navigate your site after arriving from AI platforms
* Measure engagement, conversions, and outcomes
* [Attribute](/monitoring/attribution) revenue or pipeline directly to AI-driven traffic

This enables marketing teams to move beyond visibility metrics and understand **business impact**.

You can track the entire cycle from LLM user leads to your revenue:&#x20;

**Prompt --> Recommendation -> Interaction --> Conversion**

### Where to access the AI Traffic Monitor

{% stepper %}
{% step %}

#### Go to your Limy account

{% endstep %}

{% step %}

#### Under **Monitoring**, navigate to **AI Traffic Monitor**

{% endstep %}
{% endstepper %}

<figure><img src="/files/PIDNM5Ek1pnNiyNJMhUe" alt=""><figcaption></figcaption></figure>

***

### Bot Monitor: Understanding AI Ingestion

#### What the Bot Monitor Does:

The Limy Bot Monitor captures how **AI agents and crawlers retrieve content from your website**. This allows you to:

* See which AI agents are accessing your site
* Understand which pages AI systems rely on
* Monitor crawl frequency and patterns over time
* Understand how AI systems refresh their understanding of your content
* Identify gaps where important pages are not being crawled

#### Where to Access Bot Monitor

{% stepper %}
{% step %}

#### Go to your Limy account

{% endstep %}

{% step %}

#### Under **Monitoring**, navigate to **Bot** **Monitor**

{% endstep %}
{% endstepper %}

<figure><img src="/files/BLdeXoECA9tQUmH4KCSb" alt=""><figcaption></figcaption></figure>

***

### How Bot Monitor and Pixel Work Together

Individually, each component provides valuable insight. Together, they form a **closed-loop AI analytics system**:

* Bot Monitor explains **how AI systems ingest content**
* The Limy Pixel shows **how users act after seeing AI-generated answers**
* Attribution connects prompts and traffic to conversions and value
* Soon, recommendations will use this combined data to suggest targeted improvements

### This unified view allows you to:

* Understand AI search behavior in real time
* Measure performance beyond impressions or mentions
* Make informed decisions about content, PR, and optimization

### FAQs

<details>

<summary><strong>Is the Bot Monitor required to use Limy?</strong></summary>

No, but it significantly improves prompt accuracy and insight depth.

</details>

<details>

<summary><strong>Is the Limy Pixel required for Attribution?</strong></summary>

Yes. Attribution depends on AI-originated sessions captured by the Pixel.&#x20;

</details>

<details>

<summary><strong>Does Limy Analytics collect personal data?</strong></summary>

No. Limy tracks session-level behavior without collecting personal identifiable information (PII).

</details>

<details>

<summary><strong>How long does it take to see data?</strong></summary>

Bot Monitor data appears as AI agents revisit your site. Pixel data appears as AI-driven users visit and interact with your site.

</details>

***

### Related Content

{% content-ref url="/pages/4jHQks7BiAkIdaIqZJnh" %}
[AI Traffic Monitor](/monitoring/ai-traffic-monitor)
{% endcontent-ref %}

{% content-ref url="/pages/bpA7NCiX20OphMSI262Z" %}
[Bot Monitor](/monitoring/bot-monitor)
{% endcontent-ref %}

{% content-ref url="/pages/5MMZ2BXUk6D9mEVfmg0g" %}
[How Limy Generates Prompts](/intelligence/how-limy-generates-prompts)
{% endcontent-ref %}

{% content-ref url="/pages/va37M8uK82qZl0pbxr4O" %}
[Attribution](/monitoring/attribution)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# AI Traffic Monitor

This article explains how to track and analyze user behavior after exposure to AI-generated answers, from initial visit to conversion.

AI Traffic Monitor shows **how real users arrive on your website after interacting with AI-generated answers** on platforms such as ChatGPT, Gemini, and Perplexity.

As AI systems increasingly replace traditional search journeys, users often discover brands through AI answers before ever visiting a website. However, most analytics tools either misclassify this traffic or fail to surface it altogether. AI Traffic Monitor in Limy makes this traffic visible by identifying sessions that originate from AI platforms and isolating them as a distinct acquisition channel.

With AI Traffic Monitor, marketing teams can move beyond visibility metrics and understand how AI-driven discovery translates into actual website visits and engagement.

<figure><img src="/files/PIDNM5Ek1pnNiyNJMhUe" alt=""><figcaption></figcaption></figure>

### Once enabled, AI Traffic Monitor allows you to:

* Identify website sessions that originate from AI-generated answers
* See which AI platforms are driving traffic to your site
* Understand which pages AI users land on first
* Analyze engagement metrics such as pages viewed and session depth

This gives teams a clear view of how AI discovery performs as a source of qualified traffic, rather than treating it as unknown or “direct” traffic.

### How to access it:

{% stepper %}
{% step %}

#### Go to your Limy account

{% endstep %}

{% step %}

#### Under Monitoring, navigate to **AI Traffic Monitor**

{% endstep %}
{% endstepper %}

### How to set up the AI Traffic Monitor

Before you set up the AI Traffic Monitor, please ensure that:

* You have access to Google Tag Manager
* You can publish changes to your live GTM container

No engineering changes to your website code are required beyond GTM access.

### Set up instructions:

#### **You First need to copy the Limy tracking pixel:**

{% stepper %}
{% step %}

#### Navigate to **Settings**

{% endstep %}

{% step %}

#### Scroll down to JS snippet and copy the Limy tracking pixel code

<figure><img src="/files/VzwW3SIrvxjGIijjILgT" alt=""><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

#### **Once you have the JS snippet code:**

{% stepper %}
{% step %}

#### Open **Google Task Manager**

{% endstep %}

{% step %}

#### Select the container used on your live website

{% endstep %}

{% step %}

#### Go to **Tags** and click **New**

{% endstep %}

{% step %}

#### Choose **Custom HTML** as the tag type

{% endstep %}

{% step %}

#### Paste the **Limy tracking pixel** into the HTML field

{% endstep %}
{% endstepper %}

Once installed, you'll be able to see the user traffic coming from LLM leads and track revenue.

{% hint style="info" %}
Users arriving from AI-generated answers are often **higher intent** because AI systems synthesize information, compare options, and surface recommendations before the user clicks through. As a result, AI-driven visitors tend to **be further along in the decision process** than traditional search users, making attribution especially valuable for understanding real business impact from AI discovery.
{% endhint %}

### FAQs

<details>

<summary><strong>Does AI Traffic Monitor collect personal data?</strong></summary>

No. Limy tracks session-level behavior without collecting personal identifiable information (PII).

</details>

<details>

<summary><strong>Does this replace Google Analytics?</strong></summary>

No. AI Traffic Monitor complements existing analytics tools by isolating AI-driven sessions as a distinct channel.

</details>

<details>

<summary><strong>Do I need engineering support to set this up?</strong></summary>

In most cases, no. Anyone with access to Google Tag Manager can complete the setup.

</details>

<details>

<summary><strong>How long does it take for data to appear?</strong></summary>

Data appears as users click through from AI-generated answers. Timing depends on your AI visibility and traffic volume.

</details>

***

### Related Content

{% content-ref url="/pages/TqFqtwNJ5aHW2VPaSdr9" %}
[Monitoring](/monitoring/monitoring)
{% endcontent-ref %}

{% content-ref url="/pages/bpA7NCiX20OphMSI262Z" %}
[Bot Monitor](/monitoring/bot-monitor)
{% endcontent-ref %}

{% content-ref url="/pages/5MMZ2BXUk6D9mEVfmg0g" %}
[How Limy Generates Prompts](/intelligence/how-limy-generates-prompts)
{% endcontent-ref %}

\
Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Attribution

This article explains how Attribution connects AI-driven discovery to conversions, pipeline, and revenue by tracking outcomes from users who arrive via AI-generated answers.

Attribution shows how AI-driven discovery **translates into real business outcomes** on your website.

AI platforms increasingly **influence** how users discover, evaluate, and choose brands. However, traditional analytics tools struggle to connect AI-generated answers to downstream actions such as demo requests, signups, or purchases. As a result, marketing teams often lack visibility into the true impact of AI search on pipeline and revenue.

Attribution in Limy closes this gap by linking AI-originated sessions to on-site conversions. It allows marketing teams to understand not only where they appear in AI-generated answers, but which AI prompts and conversations are driving measurable value.

<figure><img src="/files/XexMq45tCJYC59cH1Gpy" alt="" width="563"><figcaption></figcaption></figure>

### What Attribution Shows

Once configured, Attribution allows you to:

* Define what a conversion means for your business
* Track conversions that originate from AI-driven website sessions
* Assign optional values to conversions (e.g. lead value, revenue, pipeline contribution)
* Connect AI prompts to downstream outcomes such as:
* Demo requests
* Trial signups
* Contact form submissions
* Purchases

This enables teams to move from visibility metrics to performance measurement, making AI search a measurable growth channel.

### How to Access Attribution

{% stepper %}
{% step %}

#### Go to your Limy account

{% endstep %}

{% step %}

#### Under Limy Analytics, navigate to **AI Traffic Monitor**

<figure><img src="/files/1GCs2hm3kqCGWoh6k9bw" alt=""><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### See the Attribution graph on the right side of the page

<figure><img src="/files/bd1GGvpo9SF68R1y35KA" alt=""><figcaption></figcaption></figure>

<figure><img src="/files/XexMq45tCJYC59cH1Gpy" alt="" width="563"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

Before setting up the Attribution, you need to ensure that the GTM Pixel has been installed. On how to install the GTM pixels to your site, please follow the instructions [here](https://docs.getlimy.ai/limy-pixel/gtm-pixel).&#x20;

### When Attribution is configured correctly, you should be able to:

* See conversions attributed to AI-driven sessions
* Track conversion volume and assigned value over time
* Prioritize AI topics and recommendations based on business impact

This allows marketing teams to clearly demonstrate the role of AI search in driving pipeline and revenue.

To set up your attribution, please contact your Limy team at <answers@limy.ai>&#x20;

{% hint style="info" %}
Users arriving from AI-generated answers are often **higher intent** because AI systems synthesize information, compare options, and surface recommendations before the user clicks through. As a result, AI-driven visitors tend to **be further along in the decision process** than traditional search users, making attribution especially valuable for understanding real business impact from AI discovery.
{% endhint %}

### FAQs

<details>

<summary><strong>What types of conversions can I track?</strong></summary>

You can track any meaningful on-site action, including form submissions, signups, purchases and more.&#x20;

</details>

<details>

<summary><strong>Do I need to assign a value to conversions?</strong></summary>

Yes. Assigning a value is necessary if you want to measure AI-driven ROI or revenue contribution.

</details>

<details>

<summary><strong>Does Attribution track personal data?</strong></summary>

No. Limy tracks session-level behavior and conversion events without collecting personal identifiable information (PII).

</details>

<details>

<summary><strong>Why don’t I see conversions immediately?</strong></summary>

Conversions appear as AI-originated users complete the defined actions. If AI traffic volume is low, data may take time to populate.

</details>

<details>

<summary><strong>Can I change or delete conversions later?</strong></summary>

Yes. Conversions can be edited or removed as your tracking needs evolve.

</details>

***

### Relevant Content

{% content-ref url="/pages/4jHQks7BiAkIdaIqZJnh" %}
[AI Traffic Monitor](/monitoring/ai-traffic-monitor)
{% endcontent-ref %}

{% content-ref url="/pages/TqFqtwNJ5aHW2VPaSdr9" %}
[Monitoring](/monitoring/monitoring)
{% endcontent-ref %}

{% content-ref url="/pages/5MMZ2BXUk6D9mEVfmg0g" %}
[How Limy Generates Prompts](/intelligence/how-limy-generates-prompts)
{% endcontent-ref %}

{% content-ref url="/pages/va37M8uK82qZl0pbxr4O" %}
[Attribution](/monitoring/attribution)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Bot Monitor

This article explains how AI agents crawl and ingest your website content and how that behavior influences AI-generated answers.

Before AI systems such as ChatGPT, Gemini, or Perplexity mention a brand in an answer, they rely on automated bots to browse, fetch, and interpret web content. These bots decide which pages are **relevant, which information is credible, and how frequently content should be revisited.**

Bot Monitor gives you the visibility into this otherwise invisible process by showing which AI bots are **crawling your site, which pages they read, and how often they return**. This insight is critical for understanding how your content is ingested and refreshed inside AI systems.

<figure><img src="/files/BLdeXoECA9tQUmH4KCSb" alt=""><figcaption></figcaption></figure>

### Once enabled, Bot Monitor allows you to:

* Identify which AI bots and crawlers are accessing your website
* See which pages are most frequently ingested by AI systems
* Monitor crawl frequency and patterns over time
* Understand how AI systems refresh their understanding of your content
* Identify gaps where important pages are not being crawled

This helps you to focus on the pages and content that actually influence AI-generated answers, rather than relying on assumptions.

### How to Set Up Bot Monitor

Step 1: Identify your CDN provider. This information is typically available from your DevOps or infrastructure team. Common providers include:

{% stepper %}
{% step %}

#### Identify your CDN Provider

This information is typically available from your DevOps or infrastructure team. Common providers include:

* Cloudflare
* Akamai
* Fastly
* Netlify
* CloudFront
  {% endstep %}

{% step %}

#### Follow the CDN integration [instructions](https://docs.getlimy.ai/limy-pixel/cdn-integration).&#x20;

{% endstep %}

{% step %}

#### Confirm bot data appears in Limy

{% endstep %}
{% endstepper %}

### Once the integration is completed

{% stepper %}
{% step %}

#### Go to your **Limy** account

{% endstep %}

{% step %}

#### Nativate to **Bot** **Monitor**, under **Monitoring**

{% endstep %}

{% step %}

#### AI bot activity will begin appearing as crawlers revisit your site

{% endstep %}
{% endstepper %}

### FAQs

<details>

<summary><strong>Does Bot Monitor track users or personal data?</strong></summary>

No. Bot Monitor only tracks automated crawlers and agents. No user sessions or personal identifiable information (PII) are collected.

</details>

<details>

<summary><strong>Does this integration affect site performance?</strong></summary>

No. The integration is read-only and does not impact site speed or availability.

</details>

<details>

<summary><strong>Do I need engineering support to set this up?</strong></summary>

Yes. CDN access is typically managed by DevOps or IT teams.

</details>

<details>

<summary><strong>How long does it take to see data?</strong></summary>

Data appears as AI crawlers revisit your site. Timing depends on crawl frequency and AI platform behavior.

</details>

<details>

<summary><strong>What if I don’t see important pages being crawled?</strong></summary>

This may indicate crawlability or accessibility issues, which can be addressed through Recommendations or technical adjustments.

</details>

***

### Related Content

{% content-ref url="/pages/4jHQks7BiAkIdaIqZJnh" %}
[AI Traffic Monitor](/monitoring/ai-traffic-monitor)
{% endcontent-ref %}

{% content-ref url="/pages/TqFqtwNJ5aHW2VPaSdr9" %}
[Monitoring](/monitoring/monitoring)
{% endcontent-ref %}

{% content-ref url="/pages/5MMZ2BXUk6D9mEVfmg0g" %}
[How Limy Generates Prompts](/intelligence/how-limy-generates-prompts)
{% endcontent-ref %}

{% content-ref url="/pages/va37M8uK82qZl0pbxr4O" %}
[Attribution](/monitoring/attribution)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Glossary

The Limy AI Glossary article provides clear, concise definitions of key terms used across the agentic web ecosystem.

As AI search engines, LLM-driven interactions, and autonomous agents reshape how users discover information, understanding these terms helps you interpret AI visibility data and measure the impact of AI-driven traffic.

<figure><img src="/files/nZ8t7eDsjg30POx1G8lX" alt=""><figcaption></figcaption></figure>

### Core concepts

* **Prompt**\
  The user’s query to an AI surface (e.g., “best running shoes for knee pain”). Tracking prompts helps you understand what questions users ask AI when researching products in your category.
* **Response**\
  The AI’s response to a prompt, which may contain links to your site. Responses determine how your brand is presented to users within AI-generated answers.
* **Prompt Hash**\
  A stable ID (hash) representing a canonicalized prompt text used for grouping/analytics.
* **Answer ID**\
  A unique identifier for a specific AI answer snapshot.
* **Rank/Position**\
  The placement of your link within the AI answer (e.g., first link shown). Higher placement increases the likelihood that users will click through to your site.

### Acquisition & tracking

* **AI Impression**\
  Recorded when a tracked prompt/answer containing (or likely leading to) your link is shown. Impressions help measure how often your brand appears in AI-generated answers.
* **AI Click**\
  A click from the AI answer to your site (ideally via a decorated/redirected link). AI clicks show when AI responses are actively driving users to your website.
* **Redirector / Link Decorator**\
  A shortlink service that wraps destination URLs to attach IDs/UTMs for deterministic attribution.
* **Destination URL (Dest URL)**\
  The specific page on your site that receives the AI-driven visit. Tracking destination URLs helps identify which pages benefit most from AI-driven traffic.
* **UTM Parameters**\
  Standard marketing tags (e.g., `utm_source=chatgpt`) persisted on arrival for analytics.
* **AI Params**\
  Non-UTM tags used by Limy (e.g., `answer_id`, `prompt_hash`, `link_id`, `ai_model`).
* **Referrer**\
  The page or service that led the user to your site (often the redirector domain).
* **Session**\
  A continuous period of user activity on your site.
* **Sessionization**\
  Logic that groups web events into sessions (server-side preferred).
* **Client ID (CID)**\
  First-party identifier stored in a cookie/local storage and joined to sessions.
* **Server Session ID**\
  A server-generated session key used to stitch events and reduce reliance on client cookies.
* **Event Collector (SDK/Edge)**\
  Limy’s server-side endpoint or edge function that receives web/app events.
* **Limy Pixel**\
  The lightweight snippet/SDK that initializes IDs and forwards events server-side.

### On-site events & commerce

* **Page View**\
  A view of any page; typically the first event after AI Click. Page views confirm that AI-driven users successfully reached your site.
* **Key Event**\
  Milestone interactions (e.g., `view_item`, `add_to_cart`, `begin_checkout`, `lead_submit`). These events help measure how engaged AI-driven visitors are once they arrive on your site.
* **Purchase**\
  Completed order with `order_id`, value, currency, items.
* **Order Value / Revenue**\
  Monetary value attributed to a purchase after discounts but before refunds.
* **Conversion (CVR)**\
  A desired outcome (often purchase or qualified lead) divided by a base (clicks or sessions). Conversion rate helps measure how effectively AI traffic turns into business outcomes.

### Identity & stitching

* **Identity Graph**\
  A table joining `client_id`, `server_session_id`, hashed email, and user/account IDs.
* **Deterministic Match**\
  High-certainty connection (e.g., redirector `link_id` + session, or logged-in user).
* **Semi-Deterministic Match**\
  Strong but not perfect signals (e.g., redirector referrer + near-instant session).
* **Probabilistic Match**\
  Statistical linkage using features like time gap, geo, device family, and URL similarity.
* **Cross-Device Stitching**\
  Merging identities across devices via hashed email, login, or server-side IDs.

### Attribution & models

* **Attribution**\
  The method of assigning credit (and revenue) to touchpoints that influenced a conversion. Attribution helps determine how much revenue or pipeline is influenced by AI-driven traffic.
* **Attribution Model (Selector)**\
  Switchable logic: Last-Touch, First-Touch, Position-Based (40/40/20), Time-Decay, or Data-Driven.
* **Last-Touch**\
  100% credit to the final touchpoint before conversion.
* **First-Touch**\
  100% credit to the initial AI touchpoint (first impression/click).
* **Position-Based (40/40/20)**\
  40% to first AI touch, 40% to last pre-purchase touch, 20% split across middle touches.
* **Time-Decay**\
  Credit weighted by recency (configurable half-life).
* **Data-Driven Attribution**\
  Algorithmic approach (e.g., Markov/Removal Effect or Shapley) estimating each touchpoint’s incremental impact.
* **Lookback Window**\
  Time span during which touches are eligible to receive credit (e.g., 7 days for clicks).
* **Attribution Confidence**\
  A 0–100 score reflecting certainty of the AI→session→order linkage.
* **Confidence Tiers**\
  High (≥0.80), Medium (0.60–0.79), Low (<0.60); used for reporting filters.
* **Attributed Revenue**\
  Revenue portion assigned to AI touchpoints under the active model and confidence threshold.

### Analytics objects

* **Journey / Path**\
  The ordered set of AI and on-site events leading to a conversion.
* **Journey ID**\
  A unique ID for a specific path instance used in deep links and audit trails.
* **Timeline**\
  UI visualization of a journey’s events and timestamps.
* **Funnel**\
  Aggregated steps from **Prompt Impressions → AI Clicks → Sessions → Key Events → Purchases**.
* **Category**\
  A thematic grouping of prompts (e.g., “Running”, “Accessories”), used for reporting and drill-downs.
* **Prompt Leaderboard**\
  A ranked table of prompts by revenue, conversions, or efficiency. This helps identify which AI searches generate the most value for your business.
* **Top URLs**\
  Report listing destination pages receiving the most AI-driven traffic/conversions. This helps identify which pages perform best for AI-driven discovery.
* **Anomaly**\
  A statistically significant spike or drop (e.g., day-over-day or week-over-week) with a likely cause (traffic vs CR).
* **Lift**\
  Performance change versus baseline/previous period (e.g., +12%).
* **KPIs**\
  Key metrics surfaced at the top of dashboards (e.g., Attributed Revenue, Conversions, Avg Confidence).

### Data model & fields

* **`ai_impressions`**\
  Table of prompt/answer exposures with `prompt_hash`, `answer_id`, model, position, time, URLs.
* **`ai_clicks`**\
  Click rows with `link_id`, `prompt_hash`, `answer_id`, click time, dest URL.
* **`web_sessions`**\
  Session metadata (first/last seen, geo, device family, first AI params).
* **`web_events`**\
  All tracked events with `event_name` and properties JSON.
* **`orders`**\
  Commerce records with value, currency, items, and session link.
* **`attribution_results`**\
  Computed credit per order by model, with confidence and explanations.
* **`link_id`**\
  Unique ID assigned by the redirector when generating decorated links.
* **`ai_model`**\
  The assistant model name (e.g., “gpt-4o”) stored with impressions/clicks.
* **`utm_source` / `utm_medium` / `utm_campaign` / `utm_content`**\
  Standard acquisition tags used alongside AI params.

### Governance, privacy & reliability

* **Consent Gate**\
  Logic that defers non-essential tracking until user consent is granted.
* **Data Retention**\
  How long raw versus aggregated data are stored (e.g., 25 months for raw).
* **Access Controls**\
  Role-based permissions for sensitive views (identity, raw payloads).
* **Sampling**\
  Processing a subset of events for speed/cost, with safeguards for accuracy.
* **Backfill**\
  Recomputing histories after schema/model changes or late-arriving data.
* **Deduplication**\
  Process to prevent multiple event records for the same user action.
* **Schema Versioning**\
  Version tags on event payloads/tables to manage change safely.

### UI & workflow terms

* **Model Picker**\
  Control to switch the active attribution model across widgets.
* **Confidence Threshold**\
  Filter to include/exclude low-certainty attributions from totals.
* **Drill-Down**\
  Navigation from aggregates (category) to specifics (prompts/URLs), then to journeys.
* **Export**\
  CSV/JSON/PNG outputs for tables and charts.
* **Virtualization**\
  Rendering technique that keeps tables fast with 1,200+ prompts.
* **Tooltip Copy**\
  Short definition text used in the UI (often derived from this glossary).


# Filters

This article explains how to use filters in Limy to refine AI visibility insights by prompt type, intent, provider, region, and time range.

Filters allow you to **control how the data is analyzed and interpreted across Limy**.

AI-generated answers vary significantly depending on intent, brand presence, and timeframe. Filters in Limy help marketing teams **isolate the signals that matter most** by narrowing analysis to specific prompt types, intents, and periods.

Used correctly, filters transform Limy from a reporting tool into a decision-making system, enabling teams to focus on opportunities that align with their business goals.

<figure><img src="/files/lHtt1ANBTWXGzE4gTkc8" alt=""><figcaption></figcaption></figure>

### The filters allow you to:

* Separate branded from non-branded AI prompts
* Focus on prompts with specific user intent
* Compare AI visibility across different time periods
* Reduce noise and highlight actionable insights
* Align analysis with specific marketing objectives

{% hint style="warning" %}
Filters are available and, once applied, will be reflected across the Dashboard, Prompts, Competitors, Sentiment, Source Analysis, Pages, and Citations.
{% endhint %}

### List of filters:

1. **Region:** Filters prompts and AI answers based on geographic relevance or market.&#x20;
2. **Branded vs non-branded:**
   1. **Branded**: Shows prompts where your brand is explicitly mentioned in the AI-generated question.&#x20;
   2. **Non-branded:** Shows prompts where your brand is not mentioned, but relevant competitors or category terms are.&#x20;
3. **Topic:** Filters prompts based on the themes they relate to, whether added by you or automatically created by Limy.
4. **Provider**: showing you the different LLMs the prompts are run on (ChatGPT, Gemini, Perxplity, Google AI Mode, Google AI Overview).&#x20;
5. **Prompt** **intent**:&#x20;
   1. **Commercial**: Shows prompts where users are comparing options, evaluating products, or considering a purchase decision.
   2. **Informational**: Shows prompts where users are seeking education, explanations, or general knowledge about a topic or solution.
   3. **General**: Shows prompts focused on brand identity, reputation, or high-level understanding, without a clear buying or research intent.
6. **Date range:** Filters data to a specific time period to analyze trends or measure change over time.

### FAQs

<details>

<summary><strong>Can I apply multiple filters at once?</strong></summary>

Yes. You can combine brand presence, intent, and time filters to narrow analysis further.

</details>

<details>

<summary><strong>Do filters apply globally across Limy?</strong></summary>

Yes. Most filters that are applied carry over to other sections.

</details>

***

### Related Content

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/oOwP6cxbNQsWB1DC42Hk" %}
[Overall Brand Visibility](/dashboard/dashboard-overview/overall-brand-visibility)
{% endcontent-ref %}

{% content-ref url="/pages/ZuletsYNcdYBNfCK1weU" %}
[Competitors](/intelligence/competitors)
{% endcontent-ref %}

{% content-ref url="/pages/MyHHhCsaPf3IE2bjgEtl" %}
[Market Share Analysis](/dashboard/dashboard-overview/market-share-analysis)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Settings

This article explains how to manage your Limy workspace configuration, team access and account preferences.

Settings is where you configure and manage your Limy workspace.

This section controls how your team accesses Limy, how your brand is defined at a system level, and how Limy’s features behave across your workspace. While most day-to-day work happens in Dashboards, Prompts, and Recommendations, Settings ensures that everything in Limy **reflects the right brand, team structure, and operational setup.**

### All of the following can be found under **Admin** > **Settings**&#x20;

* **Account:** Manage workspace and company details.
* **Team**: Control user access and permissions
  * You can easily provide access to your team members by clicking on ‘add user’ and fill out their name and email address and select their role. The user will now receive an email with a login link.&#x20;
* **BrandKit:** Fill out your brand kit to ensure recommendations match your brand identity
* **Prompts:** Add topics and modify your prompts
* **Competitors:** add any missing competitors or delete irrelevant ones

<figure><img src="/files/pxxxl5bnzfTHelZNNkJg" alt="" width="353"><figcaption></figcaption></figure>

### **FAQs**

<details>

<summary><strong>Who can access Settings?</strong></summary>

Only users with Admin permissions can view or modify Settings.

</details>

<details>

<summary><strong>Can I change workspace details later?</strong></summary>

Yes. Workspace details can be updated at any time by an Admin.

</details>

***

### Related Content

{% content-ref url="/pages/xd2hv3T2HDSbnPu54vjF" %}
[Users & Roles](/settings/users-and-roles)
{% endcontent-ref %}

{% content-ref url="/pages/cXcriWc6pg8rjaM8BICp" %}
[Filters](/general/filters)
{% endcontent-ref %}

{% content-ref url="/pages/ZeFMwOfuuXYoMnvBjysF" %}
[Brand Kit](/settings/brand-kit)
{% endcontent-ref %}

{% content-ref url="/pages/JS1X3oBd7kXghBB7vyGd" %}
[Limy Plans](/plans-and-billing/limy-plans)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.<br>


# Users & Roles

This article explains how to add users, assign roles, and manage access within your Limy workspace.

The **Users** section in Settings allows you to manage who has access to your Limy workspace and what level of permissions each team member has.

This is where you invite new users, assign roles, and maintain control over who can manage configuration, and strategic settings. Proper user management ensures that Limy remains secure while enabling the right team members to collaborate effectively.

\[SCREENSHOT — Settings > Team overview]

### What You Can Do in User Settings

From the **Team** tab in Settings, you can:

* Add new users to your Limy workspace
* Assign or update user roles
* View when users joined the workspace
* Control who has administrative access

This section is typically managed by **Admins** or workspace owners.

***

### How to Access User Settings

{% stepper %}
{% step %}

### Log in to your Limy account

{% endstep %}

{% step %}

### Navigate to **Settings**

{% endstep %}

{% step %}

### Select **Team**

<figure><img src="/files/fYHf9SQStxGSyKw4SrgZ" alt="" width="563"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

You can user by clicking on 'Add User' on the right side.&#x20;

To edit your existing user's permission, click on the three dots and 'change to \[..]'.&#x20;

To remove a user, click on the three dots and 'Remove User'

### Non-admin users

Non-admin users can:

* View dashboards and insights
* Review prompts, competitors, and sentiment
* Work with recommendations (depending on configuration)

Role permissions help ensure that sensitive settings are only accessible to the appropriate users.

### FAQs

<details>

<summary><strong>Who can manage users?</strong></summary>

Only users with **Admin** permissions can add, remove, or update users.

</details>

<details>

<summary><strong>Can I have multiple admins?</strong></summary>

Yes. You can assign Admin access to multiple users if needed.

</details>

<details>

<summary><strong>Can I restrict access to specific features?</strong></summary>

Yes. Admin will have access to every feature and action on the platform, whilst member will only be able to view and apply filters.&#x20;

</details>

***

### Related Content

{% content-ref url="/pages/eBAk0AYjsxz1px7mFaPQ" %}
[Adding New Users](/settings/users-and-roles/adding-new-users)
{% endcontent-ref %}

{% content-ref url="/pages/pJKvZFl4bbD5L2UbEizu" %}
[Manage Users](/settings/users-and-roles/manage-users)
{% endcontent-ref %}

{% content-ref url="/pages/cXcriWc6pg8rjaM8BICp" %}
[Filters](/general/filters)
{% endcontent-ref %}


# Adding New Users

This article will show you how to add users to your account.

You can add new users to your Limy workspace to collaborate on analysis, recommendations, and reporting. Only users with Admin permissions can invite new team members and assign roles.

### To invite a new user to your workspace:

{% stepper %}
{% step %}

#### Log in to your Limy account

{% endstep %}

{% step %}

#### Navigate to **Settings**

{% endstep %}

{% step %}

#### Select **Team**

<figure><img src="/files/fYHf9SQStxGSyKw4SrgZ" alt="" width="563"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Click on **Add user**

<figure><img src="/files/sW7GB55P5L4GCEVPNtsj" alt="" width="563"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Fill out their details and click on **Invite**

<figure><img src="/files/0l8U5PXtEAephGZhphF3" alt="" width="375"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

Once added, the user will appear in the team list and the user will receive an email inviting them to the platform.  They will now have access to the platform.&#x20;

### FAQs

<details>

<summary><strong>Who can manage users?</strong></summary>

Only users with **Admin** permissions can add, remove, or update users.

</details>

<details>

<summary><strong>Can I have multiple admins?</strong></summary>

Yes. You can assign Admin access to multiple users if needed.

</details>

<details>

<summary><strong>Can I restrict access to specific features?</strong></summary>

Yes. Admin will have access to every feature and action on the platform, whilst member will only be able to view and apply filters.&#x20;

</details>

***

### Related Content

{% content-ref url="/pages/pJKvZFl4bbD5L2UbEizu" %}
[Manage Users](/settings/users-and-roles/manage-users)
{% endcontent-ref %}

{% content-ref url="/pages/1yBjpt1M5rHVBBSlDhvL" %}
[Settings](/settings/settings)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Manage Users

This article will show you how to manager users to your account.

Use this section to control who has access to your Limy workspace and manage user roles. Assigning the right permissions ensures your team can collaborate effectively while keeping workspace settings secure.

Each user is assigned a role that determines their level of access.

### The Admins can:

* Add and remove users
* Assign roles
* Manage workspace settings
* Configure integrations
* Access all Limy features

### To edit existing user:

{% stepper %}
{% step %}

#### Log in to your Limy account

{% endstep %}

{% step %}

#### Navigate to **Settings**

{% endstep %}

{% step %}

#### Select **Team**

<figure><img src="/files/fYHf9SQStxGSyKw4SrgZ" alt="" width="563"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### On the far right of that user’s row, click the three-dot (⋯) menu.

<figure><img src="/files/cvgwKR1ecUrTXOYx5L0K" alt="" width="563"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Select new role or remove member

<figure><img src="/files/2AkRFSDUaO32GPNwkVVo" alt="" width="252"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

### FAQ

<details>

<summary><strong>Who can manage users?</strong></summary>

Only users with **Admin** permissions can add, remove, or update users.

</details>

<details>

<summary><strong>Can I have multiple admins?</strong></summary>

Yes. You can assign Admin access to multiple users if needed.

</details>

<details>

<summary><strong>Can I restrict access to specific features?</strong></summary>

Yes. Admin will have access to every feature and action on the platform, whilst member will only be able to view and apply filters.&#x20;

</details>

***

### Related Content

{% content-ref url="/pages/eBAk0AYjsxz1px7mFaPQ" %}
[Adding New Users](/settings/users-and-roles/adding-new-users)
{% endcontent-ref %}

{% content-ref url="/pages/xd2hv3T2HDSbnPu54vjF" %}
[Users & Roles](/settings/users-and-roles)
{% endcontent-ref %}

{% content-ref url="/pages/1yBjpt1M5rHVBBSlDhvL" %}
[Settings](/settings/settings)
{% endcontent-ref %}

{% content-ref url="/pages/cXcriWc6pg8rjaM8BICp" %}
[Filters](/general/filters)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Brand Kit

This article explains how to create and configure a Brand Kit in your Limy account.

The Brand Kit defines how Limy understands and represents your brand. It provides the context the platform needs to ensure that recommendations, content suggestions, and AI visibility strategies reflect your brand’s voice, positioning, and messaging priorities.

AI systems do not simply reference facts. They interpret tone, positioning, and messaging patterns from the content they ingest. **In the same way, Limy uses the Brand Kit to understand how your brand should sound, what it should emphasize, and what it should avoid.**

Without a completed Brand Kit, Limy can still generate recommendations and content suggestions — but they may be more generic and less aligned with your brand strategy.

Completing the Brand Kit ensures that recommendations and generated content are relevant, on-brand, and ready for use, rather than requiring heavy editing or adjustment.

<figure><img src="/files/S7stSdHXv7lWUD3TNHFP" alt=""><figcaption></figcaption></figure>

### The Brand Kit allows you to:

* Define your brand’s essence and positioning
* Specify tone of voice and messaging principles
* Set clear dos and don’ts for brand communication
* Add custom rules and constraints
* Ensure recommendations align with brand strategy

### How to Access the Brand Kit

{% stepper %}
{% step %}

#### Log into your Limy account

{% endstep %}

{% step %}

#### Navigate to Settings, in the bottom-left corner

{% endstep %}

{% step %}

#### Select Brand Kit

<figure><img src="/files/swzsgHOVH952NklRy4gz" alt="" width="375"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

### Define the following regarding your brand:

* **Brand essence**:&#x20;
  * Describe your brand’s core positioning and value proposition. Include key differentiators and how you want AI systems to understand your brand. This information helps Limy contextualize your brand within AI-generated answers.
* **Elevator pitch**:&#x20;
  * Write a short, high-impact description of your brand (1–2 sentences). This should clearly explain what your company does and who it serves.
* **Tone of voice**:&#x20;
  * Define how your brand should sound (e.g. authoritative, friendly, technical, conversational). You can also clarify whether tone should remain consistent or vary depending on context. These settings guide how content and recommendations are phrased across the platform.
* **Messaging pillars:**&#x20;
  * Add your core messaging themes or pillars. These represent the key topics or narratives your brand should consistently emphasize.

    Messaging pillars help Limy reinforce consistent narratives across recommendations and generated content.
* **Add do’s & don’ts:**&#x20;
  * Specify language, claims, or positioning your brand should avoid. You can also define required messaging elements or mandatory phrasing. This ensures recommendations and generated content do not conflict with legal, compliance, or brand guidelines.
* **Taglines:**&#x20;
  * Add your primary and secondary brand slogans.
* **Social Media Guidelines:**&#x20;
  * Define tone, style, and formatting rules for how your brand communicates on social platforms.
* **Copywriting Examples**:&#x20;
  * Provide examples of headlines, descriptions, and calls-to-action that represent your brand voice. These examples help Limy understand how your messaging should sound.
* **Case Studies**:&#x20;
  * Share examples of how your brand appears across channels. These examples provide context on tone, structure, and messaging.
* **Pre-written Paragraphs:**&#x20;
  * Add approved brand paragraphs that can be reused or adapted in generated content.

{% hint style="info" %}
Set up your Brand Kit to **save time**. Once completed, Limy can deliver recommendations and generated content that are already aligned with your brand voice, tone, and messaging — allowing your team to focus on execution rather than editing.
{% endhint %}

### FAQs

<details>

<summary><strong>Is the Brand Kit required to use Limy?</strong></summary>

No. Limy works without a BrandKit, but recommendations will be more generic.

</details>

<details>

<summary><strong>Can I update the Brand Kit later?</strong></summary>

Yes. Updates apply immediately and influence future recommendations.

</details>

***

### Related Content

{% content-ref url="/pages/1yBjpt1M5rHVBBSlDhvL" %}
[Settings](/settings/settings)
{% endcontent-ref %}

{% content-ref url="/pages/LTbYDDYNgV7bSGqf9tOC" %}
[Recommendations](/dashboard/dashboard-overview/recommendations)
{% endcontent-ref %}

{% content-ref url="/pages/cXcriWc6pg8rjaM8BICp" %}
[Filters](/general/filters)
{% endcontent-ref %}

{% content-ref url="/pages/xd2hv3T2HDSbnPu54vjF" %}
[Users & Roles](/settings/users-and-roles)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Deleting Competitors

This article will show you how to delete competitors in your account.

**Competitors** allow you to track how your brand compares against other players in your market within AI-generated responses. By monitoring competitor presence, visibility trends, and sentiment, you can better understand **your competitive landscape and identify where you’re leading or falling behind in AI-driven discovery**.

You can remove competitors at any time to keep your analysis up to date as the market evolves. This makes it easy to include remove brands that are no longer relevant, and ensure your competitive insights reflect the current landscape.

### How to modify competitors

{% stepper %}
{% step %}

#### Go to **Settings**, on the left corner of your panel

{% endstep %}

{% step %}

#### Click on **Competitors**

<figure><img src="/files/aOVWzS75fWWhMgoOJ8Uc" alt="" width="375"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Select a competitor and click on **See** **details**

<figure><img src="/files/tC5s4L3hvIjMJg0XkIfV" alt="" width="280"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Click on **Delete** **competitors**

<figure><img src="/files/G5z6YDpf4QjOnL13UjT6" alt="" width="375"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

{% hint style="warning" %}
Once a competitor deleted, all historical data will be removed as well.
{% endhint %}

### FAQs

<details>

<summary><strong>How are competitors selected?</strong></summary>

Competitors are defined during setup and can be updated in Settings based on your market and strategy.

</details>

<details>

<summary><strong>Can I add competitors later?</strong></summary>

Yes. Competitor lists can be modified as your competitive landscape evolves.

</details>

<details>

<summary><strong>Why do some competitors appear more frequently than others?</strong></summary>

AI systems prioritize brands with strong source coverage, authority signals, and relevance to specific prompts.

</details>

***

### Related Content

{% content-ref url="/pages/Sk46Ijovi6f9RQ7iI339" %}
[Adding Competitors](/settings/adding-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/rhIt0brSQ0hkz06ZZFn1" %}
[Prompt Deep Analysis](/intelligence/prompts-overview/prompt-deep-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/oOwP6cxbNQsWB1DC42Hk" %}
[Overall Brand Visibility](/dashboard/dashboard-overview/overall-brand-visibility)
{% endcontent-ref %}

{% content-ref url="/pages/MyHHhCsaPf3IE2bjgEtl" %}
[Market Share Analysis](/dashboard/dashboard-overview/market-share-analysis)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Adding Competitors

This article will show you how to add competitors in your account.

**Competitors** allow you to track how your brand compares against other players in your market within AI-generated responses. By monitoring competitor presence, visibility trends, and sentiment, you can better understand **your competitive landscape and identify where you’re leading or falling behind in AI-driven discovery**.

You can add competitors at any time to keep your analysis up to date as the market evolves. This makes it easy to include new entrants and ensure your competitive insights reflect the current landscape.

### How to modify competitors

{% stepper %}
{% step %}

#### Go to **Settings**, on the left corner of your panel

{% endstep %}

{% step %}

#### Click on **Competitors**

<figure><img src="/files/aOVWzS75fWWhMgoOJ8Uc" alt="" width="375"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Scroll down, and click on the **Plus** sign

<figure><img src="/files/QLTc7oHscxOfEWoaDLVX" alt="" width="375"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Fill our their name and domain. Click on **Save**

<figure><img src="/files/pbScLL6dYuH2on7ruf76" alt="" width="277"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

Your new competitor is now included, allowing you to see how they compare within the competitive landscape.

### FAQs

<details>

<summary><strong>How are competitors selected?</strong></summary>

Competitors are defined during setup and can be updated in Settings based on your market and strategy.

</details>

<details>

<summary><strong>Can I delete competitors later?</strong></summary>

Yes. Competitor lists can be modified as your competitive landscape evolves.

</details>

<details>

<summary><strong>Why do some competitors appear more frequently than others?</strong></summary>

AI systems prioritize brands with strong source coverage, authority signals, and relevance to specific prompts.

</details>

***

### Related Content

{% content-ref url="/pages/dC2BThLT1i82qaGISsyg" %}
[Deleting Competitors](/settings/deleting-competitors)
{% endcontent-ref %}

{% content-ref url="/pages/rhIt0brSQ0hkz06ZZFn1" %}
[Prompt Deep Analysis](/intelligence/prompts-overview/prompt-deep-analysis)
{% endcontent-ref %}

{% content-ref url="/pages/LoiAA6N4BPheGuTBYuCK" %}
[Dashboard Overview](/dashboard/dashboard-overview)
{% endcontent-ref %}

{% content-ref url="/pages/oOwP6cxbNQsWB1DC42Hk" %}
[Overall Brand Visibility](/dashboard/dashboard-overview/overall-brand-visibility)
{% endcontent-ref %}

{% content-ref url="/pages/MyHHhCsaPf3IE2bjgEtl" %}
[Market Share Analysis](/dashboard/dashboard-overview/market-share-analysis)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Frequently Asked Questions

Find quick answers to common questions about our product, features, pricing, and policies.

Our FAQ page is designed to help you quickly find answers to the most common questions about our platform. Whether you’re getting started or looking for specific details, this section provides clear, helpful information to guide you.

[About Limy](#about-limy)

[Getting Started](#getting-started)

[Dashboard](#dashboard)

[Questions](#questions)

**Intelligence:**

[Visibility](#visibility)

[Prompts](#prompts)

[Competitors](#competitors)

[Sentiment Score](#sentiment-score)

[Source Analysis ](#source-analysis)

[Recommendations ](#recommendations)

[Monitor](#monitor)

[AI Traffic Monitor & Attribution](#ai-traffic-monitor-and-attribution)

[Bot Monitor](#bot-monitor)

[General](#general)

[Subscription](#subscription)

### About Limy

<details>

<summary><strong>What problem does Limy solve?</strong></summary>

Limy helps brands understand and improve how they appear in AI-generated answers, where traditional analytics and SEO tools fall short.

</details>

<details>

<summary><strong>How does Limy analyze AI search?</strong></summary>

Limy analyzes AI-generated prompts and answers, tracking brand mentions, sentiment, competitors, and the sources AI systems rely on.

</details>

<details>

<summary><strong>Does Limy replace traditional analytics or SEO tools?</strong></summary>

No. Limy complements existing analytics and SEO tools by focusing specifically on AI-driven discovery and visibility, as more users shift from traditional search engines to AI-powered search experiences.

</details>

<details>

<summary><strong>What data does Limy collect?</strong></summary>

Limy collects AI-generated answer data, AI crawler behavior, and session-level user behavior from AI-driven traffic, without collecting personal identifiable information (PII).

</details>

### Getting Started

<details>

<summary><strong>How long does onboarding typically take?</strong></summary>

Most teams complete the core onboarding steps within the first week, with analytics and recommendations becoming fully actionable shortly after.

</details>

<details>

<summary><strong>Which onboarding steps are required versus optional?</strong></summary>

Topics, prompts and competitors are required for full functionality, while Bot Monitor, AI Traffic Monitor, Attribution Brand Kit are strongly recommended for deeper insights and better recommendations.

</details>

<details>

<summary><strong>Do I need my technical support during onboarding?</strong></summary>

Technical support is only required for setting up the AI Traffic Monitor (pixel) and Bot Monitor (CDN integration); all analysis and recommendations can be managed by marketing teams.

</details>

<details>

<summary><strong>How should Limy be used after the first month?</strong></summary>

After the first month, Limy should be used as an ongoing intelligence layer to guide topic prioritization, content strategy, PR efforts, and performance measurement across AI search.

</details>

### Dashboard

<details>

<summary><strong>What does the Dashboard show at a high level?</strong></summary>

The Dashboard provides a consolidated view of your brand’s visibility, market share, sentiment, and trends across AI-generated answers.

</details>

<details>

<summary><strong>How often is the Dashboard updated?</strong></summary>

The Dashboard updates as Limy analyzes new AI-generated answers, reflecting trends over time rather than real-time changes.

</details>

<details>

<summary><strong>Can I compare my brand to competitors on the Dashboard?</strong></summary>

Yes. The Dashboard includes market share and comparative views that show how frequently your brand appears relative to competitors.

</details>

<details>

<summary><strong>Why does my visibility or market share change over time?</strong></summary>

AI systems continuously refresh their answers based on new sources, updated content, and model changes, which can cause natural fluctuations in visibility.

</details>

### Questions

<details>

<summary><strong>How quickly can I see value from Limy?</strong></summary>

You can start seeing visibility insights within days, with actionable recommendations and measurable impact developing as tracking and optimizations progress.

</details>

<details>

<summary><strong>How often should I review Limy insights?</strong></summary>

Most teams review key insights weekly and use them to inform monthly planning, content roadmaps, and optimization priorities.

</details>

<details>

<summary><strong>How long does it take to see meaningful insights in Limy?</strong></summary>

You can begin reviewing visibility insights within the first few days, with more actionable patterns and trends becoming clear by the end of the first week.

</details>

### Intelligence

#### Visibility

<details>

<summary><strong>What does Overall Brand Visibility measure?</strong></summary>

Overall Brand Visibility measures how often your brand appears across AI-generated answers for relevant prompts and topics.

</details>

<details>

<summary><strong>How should I use the Overall Brand Visibility metric?</strong></summary>

Use Overall Brand Visibility to track trends over time and identify whether your AI presence is improving or declining, rather than focusing on short-term fluctuations.

</details>

<details>

<summary><strong>Why does my visibility share change over time?</strong></summary>

AI systems continuously refresh their answers based on new sources, updated content, and model changes, which can cause natural fluctuations in visibility.

</details>

<details>

<summary><strong>What should I do if I notice a sudden drop or spike?</strong></summary>

Use filters and drill into prompts, sentiment, or sources to understand what changed, then review recommendations to identify corrective or reinforcing actions.

</details>

#### Prompts

<details>

<summary><strong>What is a prompt in Limy?</strong></summary>

A prompt represents a question a user might ask an AI system when researching a topic, product, or brand in your category.

</details>

<details>

<summary><strong>How are prompts created?</strong></summary>

Prompts are generated based on your industry, topics, target personas, and competitive landscape.

</details>

<details>

<summary><strong>What’s the difference between branded and non-branded prompts?</strong></summary>

Branded prompts explicitly mention your brand, while non-branded prompts focus on category or problem-based queries where your brand may or may not appear.

</details>

<details>

<summary><strong>Why do some prompts not mention my brand at all?</strong></summary>

AI systems reference brands based on perceived relevance, authority, and source coverage. Missing mentions highlight opportunities for improvement.<br>

</details>

<details>

<summary><strong>How often are prompts run?</strong></summary>

Prompts are run every 24-96 hours to get the latest accurate result.

</details>

<details>

<summary><strong>Can I add or modify prompts?</strong></summary>

Yes. Prompts can be added and modified.

</details>

#### Competitors

<details>

<summary><strong>Can I add or remove competitors later?</strong></summary>

Yes. Competitor lists can be modified as your competitive landscape evolves.

</details>

<details>

<summary><strong>How are competitors selected?</strong></summary>

Competitors are defined during setup and can be updated in Settings > Competitors at any time, based on your market and strategy.

</details>

<details>

<summary><strong>Why do some competitors appear more frequently than others?</strong></summary>

AI systems prioritize brands with strong source coverage, authority signals, and relevance to specific prompts.

</details>

#### Sentiment Score

<details>

<summary><strong>Is sentiment based on user reviews or social media?</strong></summary>

No. Sentiment is derived from AI-generated language, based on the sources AI systems reference when answering prompts.

</details>

<details>

<summary><strong>Can sentiment change quickly?</strong></summary>

Yes. Sentiment can shift when AI systems ingest new sources or re-interpret existing information.

</details>

<details>

<summary><strong>Can sentiment change over time?</strong></summary>

Yes. Sentiment evolves as AI models ingest new sources, content, and coverage.No. Sentiment is derived from AI-generated language, based on the sources AI systems reference when answering prompts.

</details>

<details>

<summary><strong>Why might sentiment drop suddenly?</strong></summary>

Sudden changes can be caused by new sources being ingested, negative coverage, or shifts in how AI systems interpret existing information.

</details>

<details>

<summary><strong>How can I improve negative sentiment?</strong></summary>

Improvement usually involves addressing the underlying sources through updated content, PR efforts, or clarifying commentary.

</details>

<details>

<summary><strong>Should I optimize for sentiment or visibility first?</strong></summary>

Both matter, but addressing negative sentiment on high-visibility prompts should be prioritized.

</details>

#### Source Analysis

<details>

<summary><strong>Does Source Analysis show exactly what AI systems used?</strong></summary>

It shows the sources that appear to influence AI answers based on analysis of AI outputs and cited/reference patterns, which helps you understand what content is shaping responses.

</details>

<details>

<summary><strong>What’s the difference between Owned Sources and Earned Citations?</strong></summary>

Owned Sources are typically your owned content (your site pages) that influence AI answers; Earned Citations are external sources (publications, reviews, blogs, videos) that shape how AI systems describe your brand and category.

</details>

<details>

<summary><strong>How should I use Source Analysis day-to-day?</strong></summary>

Use it to prioritize content refreshes, decide where to invest in PR or partnerships, and validate which narratives and sources are influencing AI answers.

</details>

<details>

<summary><strong>Does appearing in the same source guarantee visibility?</strong></summary>

No, but it increases your chances - content quality and relevance still matter.

</details>

<details>

<summary><strong>Why are competitor sources showing up more than ours?</strong></summary>

Competitors may have stronger third-party coverage, more authoritative citations, or better-aligned content formats (e.g., reviews, comparisons) that AI systems rely on for your category.

</details>

<details>

<summary><strong>Should I copy competitor content?</strong></summary>

No. Use insights to inform strategy, not replicate messaging.

</details>

<details>

<summary><strong>Can I influence which sources AI uses?</strong></summary>

Yes - by improving content quality, authority, freshness, and external validation.

</details>

<details>

<summary><strong>Why don’t I see all mentions of my brand?</strong></summary>

AI systems selectively reference sources they trust most. This view shows the most influential ones.

</details>

#### Recommendations

<details>

<summary><strong>What are recommendations in Limy?</strong></summary>

Recommendations are data-driven actions suggested by Limy to improve how AI systems ingest, reference, and position your brand in AI-generated answers.

</details>

<details>

<summary><strong>How are recommendations generated?</strong></summary>

Recommendations are based on analysis of AI-generated answers, source citations, competitor visibility, and crawl behavior. Limy identifies gaps and opportunities specific to your market.

</details>

<details>

<summary><strong>What are the different types of recommendations?</strong></summary>

Limy provides **Content** (your existing content), **Blog** (new content), **PR** (collaborations with external sources), **Social** (social media posts, forums) and **technical** recommendations, each designed to improve how AI systems ingest, reference, and position your brand by addressing gaps in coverage, authority, sentiment, or accessibility across AI-generated answers.

</details>

<details>

<summary><strong>Are recommendations customized to my brand?</strong></summary>

Yes. Recommendations reflect your industry, competitors, and the prompts most relevant to your ICP.

</details>

<details>

<summary><strong>Should I start with fewer recommendations?</strong></summary>

You can start with a lower bandwidth to help your team build momentum and ensure consistent execution. Once you understand how it works and who’s responsible, you can gradually increase the bandwidth.

</details>

<details>

<summary><strong>How does Limy decide which recommendations to show?</strong></summary>

Recommendations are generated based on prompt-level visibility gaps, competitor performance, source influence, sentiment signals, and AI ingestion behavior specific to your market.

</details>

<details>

<summary><strong>How should I prioritize recommendations?</strong></summary>

Prioritize recommendations tied to high-impact prompts, topics with strong commercial intent, or areas where competitors consistently outperform you.

</details>

<details>

<summary><strong>Why is it important to update recommendation statuses?</strong></summary>

Updating statuses helps Limy understand what has already been implemented, keeps your workspace organized, and enables the system to surface new and more relevant recommendations.

</details>

<details>

<summary><strong>How long does it take to see results after implementation?</strong></summary>

Results typically appear gradually as AI systems ingest updated content and refresh their answers, which can take days or weeks depending on the change.

</details>

<details>

<summary><strong>Can I change my plan later?</strong></summary>

Yes. You can update your plan at any time to reflect new priorities or changes in team capacity.

</details>

<details>

<summary><strong>Does the plan affect existing recommendations?</strong></summary>

The plan primarily affects future recommendations. Existing recommendations can still be completed or dismissed.

</details>

<details>

<summary><strong>Do I need to select all topics under my Recommendation Plan?</strong></summary>

It is recommended to focus on fewer, high-priority topics to lead to better results.

</details>

<details>

<summary><strong>Can I update the BrandKit later?</strong></summary>

Yes. Updates apply immediately and influence future recommendations.

</details>

#### Monitor

<details>

<summary><strong>Does Limy collect personal data?</strong></summary>

No. Limy tracks session-level behavior without collecting personal identifiable information (PII).

</details>

<details>

<summary><strong>How long does it take for data to appear?</strong></summary>

Data appears as users click through from AI-generated answers. Timing depends on your AI visibility and traffic volume.&#x20;

</details>

<details>

<summary><strong>Does this replace Google Analytics?</strong></summary>

No. AI Traffic Monitor complements existing analytics tools by isolating AI-driven sessions as a distinct channel.&#x20;

</details>

<details>

<summary><strong>Do I need engineering support to set this up?</strong></summary>

In most cases, no. Anyone with access to Google Tag Manager can complete the setup.

</details>

#### AI Traffic Monitor & Attribution

<details>

<summary><strong>Is the Limy Pixel required for Attribution?</strong></summary>

Yes. Attribution depends on AI-originated sessions captured by the Pixel.&#x20;

</details>

<details>

<summary><strong>What types of conversions can I track?</strong></summary>

You can track any meaningful on-site action, including form submissions, signups, purchases and more.

</details>

<details>

<summary><strong>Do I need to assign a value to conversions?</strong></summary>

Yes. Assigning a value is necessary if you want to measure AI-driven ROI or revenue contribution.

</details>

<details>

<summary><strong>Why don’t I see conversions immediately?</strong></summary>

Conversions appear as AI-originated users complete the defined actions. If AI traffic volume is low, data may take time to populate.

</details>

<details>

<summary><strong>Can I change or delete conversions later?</strong></summary>

Yes. Conversions can be edited or removed as your tracking needs evolve.

</details>

#### Bot Monitor

<details>

<summary><strong>Is the Bot Monitor required to use Limy?</strong></summary>

No, but it significantly improves prompt accuracy and insight depth.

</details>

<details>

<summary><strong>Does Bot Monitor track users or personal data?</strong></summary>

No. Bot Monitor only tracks automated crawlers and agents. No user sessions or personal identifiable information (PII) are collected.

</details>

<details>

<summary><strong>Does this integration affect site performance?</strong></summary>

No. The integration is read-only and does not impact site speed or availability.

</details>

<details>

<summary><strong>Do I need engineering support to set this up?</strong></summary>

Yes. CDN access is typically managed by DevOps or IT teams.

</details>

<details>

<summary><strong>How long does it take to see data?</strong></summary>

Data appears as AI crawlers revisit your site. Timing depends on crawl frequency and AI platform behavior.

</details>

<details>

<summary><strong>What if I don’t see important pages being crawled?</strong></summary>

This may indicate crawlability or accessibility issues, which can be addressed through Recommendations or technical adjustments.

</details>

#### General

<details>

<summary><strong>Who can access Settings?</strong></summary>

Only users with Admin permissions can view or modify Settings.

</details>

<details>

<summary><strong>Who can manage users?</strong></summary>

Only users with **Admin** permissions can add, remove, or update users.

</details>

<details>

<summary><strong>Can I have multiple admins?</strong></summary>

Yes. You can assign Admin access to multiple users if needed.

</details>

<details>

<summary><strong>Can I restrict access to specific features?</strong></summary>

Yes. Admin will have access to every feature and action on the platform, whilst member will only be able to view and apply filters.&#x20;

</details>

<details>

<summary><strong>Can I change workspace details later</strong></summary>

Yes. Workspace details can be updated at any time by an Admin.

</details>

<details>

<summary><strong>Do filters apply globally across Limy?</strong></summary>

Yes. Most filters that are applied carry over to other sections.

</details>

<details>

<summary><strong>Can I apply multiple filters at once?</strong></summary>

Yes. You can combine brand presence, intent, and time filters to narrow analysis further.

</details>

#### Subscription

<details>

<summary><strong>Can I downgrade my plan?</strong></summary>

Yes. Plan downgrades take effect at the end of your current billing cycle.

</details>

<details>

<summary><strong>Will I lose my data if I cancel?</strong></summary>

Your data remains available until the end of the billing period. Once the billing period passes, your data will be deleted after 30 days.&#x20;

</details>

<details>

<summary><strong>Can I pause my subscription instead of canceling?</strong></summary>

Subscription pausing may be available depending on your plan - contact us at <answers@limy.ai> for details.

</details>

<details>

<summary><strong>Who can manage billing and subscriptions?</strong></summary>

Only users with **Admin** permissions can manage billing and subscription settings.

</details>


# Trust Center

Learn how we handle data, protect privacy, and define our responsibilities through our Privacy Policy, Cookie Policy, and Terms & Conditions.

Please find all information needed by clicking on the links below:

[Privacy Policy](https://www.limy.ai/legal/privacy-policy)

[Cookie Policy](https://www.limy.ai/legal/cookie-policy)

[Terms & Conditions](https://www.limy.ai/legal/terms-and-conditions)


# Limy Plans

This article explains Limy’s available plans and what features are included in each.

Limy offers flexible plans designed to support teams at different stages of AI visibility maturity, from early experimentation to enterprise-scale optimization.

Each plan provides access to Limy’s core visibility, analytics, and recommendation capabilities, with higher tiers unlocking additional scale, customization, and support.

### Available Plans

### **Growth Plan**

Designed for growing companies and marketing teams looking to actively manage and improve AI visibility.

| Feature                    | Growth Plan       |
| -------------------------- | ----------------- |
| Price                      | $449 / month      |
| Billing                    | Monthly           |
| AI search engines coverage | Included          |
| Prompts analyzed per day   | Up to 200         |
| Data history               | All-time          |
| Languages supported        | 2                 |
| Regions supported          | 2                 |
| Recommendations            | Up to 8 per month |
| Support                    | Included          |

If you’re on the **Growth plan**, you can view your subscription details by navigating to **Admin > Settings > Subscription**.

### **Enterprise Plan**

Designed for mid-sized and enterprise organizations with advanced needs.

| Feature               | Enterprise Plan                       |
| --------------------- | ------------------------------------- |
| Price                 | Custom                                |
| Billing               | Custom                                |
| Prompts               | Unlimited                             |
| Domains               | Multi-domain workspace                |
| Security & Compliance | SSO & SOC 2                           |
| Onboarding            | Dedicated onboarding & AIO specialist |
| Reporting             | Personalized reports & templates      |
| Content support       | Content drafting                      |

Plan availability and features may vary based on your agreement.

### FAQs

<details>

<summary><strong>Can I downgrade my plan?</strong></summary>

Yes. Plan downgrades take effect at the end of your current billing cycle.

</details>

<details>

<summary><strong>Will I lose my data if I cancel?</strong></summary>

Your data remains available until the end of the billing period. Once the billing period passes, your data will be deleted after 30 days.&#x20;

</details>

<details>

<summary><strong>Can I pause my subscription instead of canceling?</strong></summary>

Subscription pausing may be available depending on your plan - contact us at <answers@limy.ai> for details.

</details>

<details>

<summary><strong>Who can manage billing and subscriptions?</strong></summary>

Only users with **Admin** permissions can manage billing and subscription settings.

</details>

***

### Related Content

{% content-ref url="/pages/PoxqWlpW1BTA8XS6TeTr" %}
[How to Switch Plans](/plans-and-billing/how-to-switch-plans)
{% endcontent-ref %}

{% content-ref url="/pages/yPWHvuDG2qNxuRqYNqTx" %}
[Limy Free Trial](/plans-and-billing/limy-free-trial)
{% endcontent-ref %}

{% content-ref url="/pages/IUJgQj3G1wLJ6aWRbKbH" %}
[How to Deactivate your Account](/plans-and-billing/how-to-deactivate-your-account)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# How to Switch Plans

This article explains how to upgrade or change your Limy subscription as your usage and requirements evolve.

If you wish to switch plans, please contact us at <answers@limy.ai>.

### What Happens When You Upgrade

* New features and limits become available immediately
* Billing is adjusted based on your selected plan
* Existing data and configuration remain unchanged

### FAQs

<details>

<summary><strong>Can I downgrade my plan?</strong></summary>

Yes. Plan downgrades take effect at the end of your current billing cycle.

</details>

<details>

<summary><strong>Will I lose my data if I cancel?</strong></summary>

Your data remains available until the end of the billing period. Once the billing period passes, your data will be deleted after 30 days.&#x20;

</details>

<details>

<summary><strong>Can I pause my subscription instead of canceling?</strong></summary>

Subscription pausing may be available depending on your plan - contact us at <answers@limy.ai> for details.

</details>

<details>

<summary><strong>Who can manage billing and subscriptions?</strong></summary>

Only users with **Admin** permissions can manage billing and subscription settings.

</details>

***

### Related Content

{% content-ref url="/pages/JS1X3oBd7kXghBB7vyGd" %}
[Limy Plans](/plans-and-billing/limy-plans)
{% endcontent-ref %}

{% content-ref url="/pages/yPWHvuDG2qNxuRqYNqTx" %}
[Limy Free Trial](/plans-and-billing/limy-free-trial)
{% endcontent-ref %}

{% content-ref url="/pages/IUJgQj3G1wLJ6aWRbKbH" %}
[How to Deactivate your Account](/plans-and-billing/how-to-deactivate-your-account)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Limy Free Trial

This article explains how Limy’s free trial works, including access, billing timing, and how to cancel before being charged.

Limy offers a 14-day free trial so you can explore the platform and understand its value before committing to a paid plan. **You won’t be charged until the end of the 14-day trial period**.&#x20;

You can cancel the trial at any time by going to **Settings > Subscription > Cancel**, and if you do not cancel before the trial ends, your subscription will start automatically and your card will be charged.

### During the trial, you can:

* Review AI visibility insights
* Explore prompts, competitors, and sentiment
* Test recommendations and analytics features

Some advanced features or limits may be restricted during the trial period.

### At the end of the trial:

* You’ll be prompted to select a paid plan
* Your workspace and data will not be available without purchase

### FAQs

<details>

<summary><strong>Can I downgrade my plan?</strong></summary>

Yes. Plan downgrades take effect at the end of your current billing cycle.

</details>

<details>

<summary><strong>Will I lose my data if I cancel?</strong></summary>

Your data remains available until the end of the billing period. Once the billing period passes, your data will be deleted after 30 days.&#x20;

</details>

<details>

<summary><strong>Can I pause my subscription instead of canceling?</strong></summary>

Subscription pausing may be available depending on your plan - contact us at <answers@limy.ai> for details.

</details>

<details>

<summary><strong>Who can manage billing and subscriptions?</strong></summary>

Only users with **Admin** permissions can manage billing and subscription settings.

</details>

***

### Related Content

{% content-ref url="/pages/JS1X3oBd7kXghBB7vyGd" %}
[Limy Plans](/plans-and-billing/limy-plans)
{% endcontent-ref %}

{% content-ref url="/pages/PoxqWlpW1BTA8XS6TeTr" %}
[How to Switch Plans](/plans-and-billing/how-to-switch-plans)
{% endcontent-ref %}

{% content-ref url="/pages/IUJgQj3G1wLJ6aWRbKbH" %}
[How to Deactivate your Account](/plans-and-billing/how-to-deactivate-your-account)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# How to Deactivate your Account

This article will show you how to deactivate your Limy account.

You can cancel your Limy subscription at any time. Once canceled, your subscription will remain active until the end of the current billing period.

### How to Cancel your Account

{% stepper %}
{% step %}

#### Log in to your Limy Account

{% endstep %}

{% step %}

#### Go to Setting

{% endstep %}

{% step %}

#### Select Subscription

<figure><img src="/files/zsYxYrd54D5jDcn7r7qY" alt="" width="563"><figcaption></figcaption></figure>
{% endstep %}

{% step %}

#### Click on **Cancel** **Subscription.**&#x20;

<figure><img src="/files/iq0AuXjam443xywhDPxA" alt="" width="563"><figcaption></figcaption></figure>
{% endstep %}
{% endstepper %}

Your account will be canceled at the end of the billing cycle and services will discontinue. Access cannot be resumed.

### FAQs

<details>

<summary><strong>Can I pause my subscription instead of canceling?</strong></summary>

Subscription pausing may be available depending on your plan - contact us at <answers@limy.ai> for details.

</details>

<details>

<summary><strong>Can I downgrade my plan?</strong></summary>

Yes. Plan downgrades take effect at the end of your current billing cycle.

</details>

<details>

<summary><strong>Will I lose my data if I cancel?</strong></summary>

Your data remains available until the end of the billing period. Once the billing period passes, your data will be deleted after 30 days.&#x20;

</details>

<details>

<summary><strong>Who can manage billing and subscriptions?</strong></summary>

Only users with **Admin** permissions can manage billing and subscription settings.

</details>

***

### Related Content

{% content-ref url="/pages/PoxqWlpW1BTA8XS6TeTr" %}
[How to Switch Plans](/plans-and-billing/how-to-switch-plans)
{% endcontent-ref %}

{% content-ref url="/pages/JS1X3oBd7kXghBB7vyGd" %}
[Limy Plans](/plans-and-billing/limy-plans)
{% endcontent-ref %}

{% content-ref url="/pages/yPWHvuDG2qNxuRqYNqTx" %}
[Limy Free Trial](/plans-and-billing/limy-free-trial)
{% endcontent-ref %}

Still have questions? We’re here to help. Contact us at **<answers@limy.ai>** - we’d be happy to assist.


# Release Notes

Welcome to Limy's Release Notes, where you'll find all the latest and greatest features and new additions to our platform, organized by the months in which they were released.

## **Product Updates November 27, 2025**

**Limy Analytics: AI User Traffic**

The AI User Traffic page is now live, providing real time data on human sessions originating from ChatGPT, Gemini, and Perplexity. The page tracks visits, sessions, landing pages, providers, topics, and prompt patterns associated with each AI entry point.\
All signals are processed instantly, allowing you to see how LLMs interpret your brand and which content surfaces users through agentic search. This page now serves as the primary layer for understanding real user behavior shaped by AI systems.

**AI Bot Traffic**

A dedicated page showing how AI crawlers read your website. Track which pages are frequently accessed by bots, identify blockers, and understand region level crawl activity. This helps you optimize AI indexability and improve your brand’s visibility across agentic systems.

**Limy Attribution:**

You can now assign events to any CTA on your site and connect your AI visibility directly to revenue. Our new attribution model shows the real business impact behind every AI mention, prompt, and answer.\
Each event supports a monetized value, allowing you to see how much revenue started from AI search. AI search becomes a measurable performance channel with clear visibility → influence → conversion → revenue.\
You can find this feature at the AI traffic monitor page.

**New Settings Experience:**

The Settings page has been fully rebuilt and now serves as the core configuration layer of the platform. You can add or remove competitors in real time, edit all prompts with immediate effect, and create new topics as your strategy evolves. All changes propagate instantly across visibility, recommendations, and insights, removing the need for manual updates or support intervention.