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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:

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Go to your Limy account

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Expand on a topic

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Choose a specific prompt and click on Analyze

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You will be able to see the sentiment analysis overall

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To see on the source level, scroll down

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.

FAQs

Is sentiment based on user reviews or social media?

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

Can sentiment change over time?

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.

Why might sentiment drop suddenly?

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

Can I improve sentiment?

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


Relevant Content

Sentiment Score AnalysisCompetitorsSource AnalysisDashboard Overview

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

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