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AI Sentiment Analysis

See how AI models describe your brand, what drives that tone, and exactly what to fix. Every driver comes with the quotes behind it and a checklist of actions to change the story.

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G4.9

Trusted by 5,000+ brands

Lemlist
Instantly
Stripo
NP Digital
Levanta
Omio
Figr
Creatio
OpenVPN
Kamatera
Alvao
XBert
Facetune
Wodify
How it works

From AI answers to fixes that move the score.

  • 01

    Every mention gets captured and scored

    Your tracked prompts run across AI models and every answer that mentions your brand gets classified as positive, neutral, or negative. It all rolls up into one net sentiment score you can watch over time.

  • 02

    AI explains what drives the tone

    Mentions get clustered into sentiment drivers: the themes lifting you up and the ones costing you, each backed by mention counts, trends, and real quotes pulled straight from AI responses.

  • 03

    Work the checklist, watch the score move

    Every driver opens an action centre with tasks across your site, review profiles, socials, and Reddit. Completed actions clear automatically as models recrawl, and the score follows.

Core features

Not just a score. The reasons behind it.

Most sentiment tools stop at a number. This one tells you why the number is what it is and hands you the fix.

Net sentiment score

Your brand's tone across AI, in one number.

Every brand mention across your tracked AI answers is classified as positive, neutral, or negative, then rolled into a net sentiment score. You see the full distribution behind it, how many mentions sit in each bucket, and how the score is trending, so a shift in tone shows up before it shows up in revenue.

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Sentiment drivers

What lifts you up and what drags you down.

AI clusters your mentions into named drivers, split into two lists: what is lifting your sentiment and needs reinforcing, and what is costing you and needs fixing. Each driver carries its mention count, its trend, and the real quotes behind it, so "AI is lukewarm about us" becomes "onboarding complaints, 142 mentions, growing."

Action centre

Every driver comes with a to do list.

Open any driver and you get a checklist of concrete actions across your site, review profiles, socials, and Reddit, each sized by the sentiment points on the table. Completed actions clear automatically as models recrawl your sources, so the checklist always reflects what still needs doing, not what you already fixed.

Quotes and sources

Read exactly what the models said.

Each driver includes an AI summary synthesized from your mentions plus the top quotes from actual AI responses, with the prompt that triggered each one and the sources cited. Filter quotes by model, open the full response, and trace any claim back to the pages and threads feeding it.

Competitor head to head

Your tone versus theirs, metric by metric.

Pick a competitor and compare net sentiment, positive rate, share of voice, average position, and models won, side by side with a clear verdict on who leads where. Sentiment scores also chart across every brand in your market, so you always know if your problem is tone, visibility, or both.

By model and by topic

Find where the problem actually lives.

Sentiment breaks down per AI model, so you can spot the one model that turned sour while the rest stayed warm. Top topics show what gets discussed alongside your brand and how each theme skews, from pricing to support, so you know which conversation is helping and which is hurting.

Platform

Beyond AI Sentiment Analysis. The complete GEO platform.

Other tools surface the gap. CrowdReply closes it with the Engagement Engine.

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Overview Dashboard

LLM visibility, share of voice, and citations in one timeline.

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Competitor Analysis

Track visibility, share of voice, and sentiment side by side.

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Citation Analysis

See which sources LLMs cite and where your gaps are.

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Reddit Social Listening

Track keywords across Reddit and join the threads AI learns from.

Model coverage

Every model your customers ask. In one place.

Brand sentiment tracked across ChatGPT, Gemini, Perplexity, Google AI Mode, Google AI Overviews, Grok, and Microsoft Copilot, with per model breakdowns on every driver.

CrowdReply
Grok
Microsoft Copilot
Google AI Overviews
ChatGPT
Perplexity
Gemini
Claude
Testimonials

Trusted by the teams winning AI search.

G4.9

Trusted by 5,000+ brands

Increased LLM visibility

+47%
Brand Logo

Citations coverage

75%
Brand Logo

I’ve never seen such huge ROAS anywhere else. I was able to take my e-com stores to rank in almost all of our core topics in our niche, which has led to over $1M extra revenue since January.

Marcus A
Marcus AeCom

The tool really made our work so much easier, we’re able to give our clients not only good results, but with less effort from our side. We’re been with CrowdReply since they started, primarily for Reddit marketing, but now we’re also able to offer AI visibility to our clients

Michal H
Michal HRed-engage

Our app launched 4 months ago and ranking on LLM’s have driven more traffic than paid ads for us. We’ve tried to get our brand into all the relevant Reddit citations that we see LLM’s citing from

Adrina W
Adrina WApp

We’ve had an incredible ROI using CrowdReply at our app, Optimal Bet. In fact, it’s our best marketing channel!!

Patrick
PatrickOptimal Bet

Share of voice

0%
Brand Logo

2X

Increased sales

Brand Logo
FAQ's

Frequently asked questions

  • What is AI sentiment analysis for brands?

    It measures how AI models like ChatGPT, Gemini, and Perplexity describe your brand when they mention it in answers to buyer questions. Every mention is classified as positive, neutral, or negative and rolled into a net sentiment score, so you can tell whether AI presents you as a recommendation, a neutral option, or a brand with caveats attached.

  • Is this the same as sentiment analysis for reviews or support tickets?

    No. Traditional sentiment analysis tools score text you feed them, like surveys or tickets. CrowdReply scores what AI models say about your brand in their own answers, which is a channel those tools never see and one that increasingly shapes purchase decisions before anyone reaches your site.

  • What are sentiment drivers?

    Drivers are the themes AI keeps repeating about your brand, clustered automatically from your mentions. They split into two lists: what is lifting your sentiment and worth reinforcing, and what is costing you and needs fixing. Each driver shows its mention count, trend, an AI written summary, and the actual quotes behind it.

  • How do I actually fix negative AI sentiment?

    Every driver opens an action centre with a checklist of tasks across your site, review profiles, socials, and Reddit, each showing the sentiment points it could recover. As you complete tasks and models recrawl the sources, actions clear automatically and the score reflects the change. No guessing which fix matters most.

  • Can I read the actual AI answers behind a score?

    Yes. Each driver includes top quotes from real AI responses along with the prompt that triggered each one, filterable by model. You can open the full response and see the sources it cited, so every score traces back to answers you can verify, not a black box number.

  • Can I compare my sentiment against competitors?

    Yes. Pick a competitor for a head to head across net sentiment, positive rate, share of voice, average position, and models won, with a verdict on who leads each metric. A sentiment chart also ranks every brand in your market, so you see exactly where you sit.

  • Which AI models are covered?

    ChatGPT, Gemini, Perplexity, Google AI Mode, Google AI Overviews, Grok, and Microsoft Copilot. Sentiment breaks down per model on every view, so you can tell whether a tone problem lives in one model or spans all of them.

  • How often does sentiment data update?

    Your tracked prompts run on an ongoing schedule and every new answer is scored as it lands, with themes synthesized from your most recent responses. Filters cover recent windows with movement shown against past periods, so a tone shift surfaces within days of starting, not after the quarter ends.

Your Brand Deserves to Bethe Answer

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