Find out what AI says about you, not just whether it names you

AI Sentiment Analysis

See whether ChatGPT, Gemini, Google AI Mode, Claude, Perplexity and Copilot describe your brand positively, the strengths and weaknesses they repeat, how you compare with competitors, and the tasks that change the story.

How it works

From AI answers to a list of fixes, in three steps.

  1. 01

    Every mention is read for tone

    Each answer that names your brand is scored as positive, neutral or negative, across the engines and prompts you track.

  2. 02

    Themes become drivers

    What AI repeats about you is grouped into strengths and weaknesses, with how often each comes up and the quotes behind it.

  3. 03

    Drivers become tasks

    Each driver comes with tasks on your site, review sites, socials and communities, sized by effort, so you can fix a weakness or build on a strength.

In depth

AI sentiment analysis, in depth.

Six views that show how AI talks about your brand and what to do about it.

Sentiment distribution

See the overall tone at a glance.

The share of AI answers that describe your brand positively, neutrally or negatively, with an overall score and the themes behind each side.

Sentiment drivers

Learn what lifts you and what holds you back.

Strengths and weaknesses AI repeats about your brand, each with its share of the conversation, total mentions, the engines that say it, and the exact quotes from AI answers.

Action centre

Turn every driver into work.

Each driver lists tasks grouped by where they happen: on your site, on review sites, on socials, or on Reddit and in communities. Tasks are sized as a quick win, medium or project, and you track them to done.

Favorability score

Compare your reputation with competitors.

Every brand gets a favorability score from 0 to 100, so you can see who AI describes most favorably in your category, and a head-to-head view compares you with one competitor on the same answers.

By model

See which engine likes you least.

Your favorability score in each AI model's answers, so you know whether a problem is everywhere or comes from one engine.

Entities

See what AI mentions alongside you.

Other brands, products and topics that AI answers mention together with yours, ranked by how often they appear together.

Sentiment read from the answers buyers actually see.

RanklyBee reads every answer that names your brand, in context, and keeps the quote. You see not just a score but what was said and where.

What is the best AI SEO tool for a small team?ChatGPTFor a small team, three SEO tools stand out.RanklyBee tracks where ChatGPT and Gemini name you and writesarticles that wait for your approval before publishing.Semrush and Surfer are solid picks for research and optimization.Mentioned firstCITED SOURCESRedditreddit.com/r/SEOranklybee.com/blogHacker Newsnews.ycombinator.com

Tasks in the Action centre

  • On your site: pages and content to publish or fix
  • Review sites: reviews and listings to earn
  • Socials: posts and profiles to update
  • Reddit & community: threads worth joining
  • Each task sized as a quick win, medium or project
  • Progress tracked for every driver

One platform

Works with the rest of RanklyBee.

Every module reads the same site profile, so what you learn in one shows up in the others.

FAQ

Questions, answered.