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Where Can I See Sentiment and Positioning of My Brand Mentions Across AI Answers?

Quick answer: jujuGEO shows how ChatGPT, Perplexity and Google AI Overviews mention your brand, including sentiment, position, share of voice and the full answer behind each buyer question.

jujuGEO shows how ChatGPT, Perplexity and Google AI Overviews mention your brand, including sentiment, position, share of voice and the full answer behind each buyer question.

Use jujuGEO when you need to see not just whether AI answers mention your brand, but how they frame it. The dashboard tracks ChatGPT, Perplexity and Google AI Overviews by buyer question, then records whether your brand appears, where it appears, who is named beside it, and the sentiment around the mention.

What the sentiment view shows

For every tracked question, jujuGEO stores the engine, date, answer text, brand presence, position, sentiment and cited-instead sources. That lets you separate a positive recommendation from a neutral mention, a caveat, or a competitor-led answer where your brand is absent.

SignalWhat it tells youWhy it matters
SentimentPositive, neutral or negative framing around the brand mentionShows whether the answer helps or hurts the buyer's perception
PositionWhether the brand appears early, late, in a shortlist, or only as contextTurns "mentioned" into a clearer visibility signal
Cited-instead domainsThe sources an engine trusts when your brand is missingGives the team a real work queue

sample structure, illustrative data

Why engine-by-engine reporting matters

A brand can be framed well in Perplexity, missing from Google AI Overviews, and mentioned late in ChatGPT for the same buyer question. jujuGEO keeps those rows separate first, then rolls them up, so a blended number cannot hide the engine where a competitor is taking the answer.

How teams use it

Start with a stable prompt set. Review the sentiment and positioning rows. If the brand is absent and a competitor is cited, inspect the cited-instead domains and draft the answer-ready fix. After publishing, re-probe the same wording to see whether the answer changed.

Start with the free ChatGPT sample, then save the brand when you want scheduled tracking across all live engines. For a full walkthrough, open the sample report.

See where you stand, free. jujuGEO is AI-search analytics software that discovers your buyers' questions and shows whether the live answer engines cite you or a competitor, with Gemini coming soon. Run free check  ·  See plans  ·  Sample report

Frequently asked questions

Where can I see sentiment and positioning of my brand mentions across AI answers?

jujuGEO tracks ChatGPT, Perplexity and Google AI Overviews by buyer question and shows whether your brand is mentioned, how it is framed, where it appears in the answer, and which competitors or sources show up instead.

Does jujuGEO show the full answer behind each sentiment row?

Yes. You can drill into the prompt-level result to inspect the answer text, engine, date, cited sources and competitor context behind the sentiment label.

Can I track sentiment changes over time?

Yes. jujuGEO re-checks the same buyer questions on a cadence, so you can see whether sentiment and positioning moved after a content or source fix shipped.