AI search results
- best shipping company for small online storesMentioned#1
- same-day delivery in LondonMentioned#3
- cheapest courier for light parcelsNot mentioned
- easiest returns for e-commerceMentioned#2
Sentiment trend
per engine
Brand sentiment
AI brand sentiment analysis See AI's exact words.
Ossvy shows how six AI engines describe your brand: tone, repeated claims and wrong facts.
500+ teams track AI visibility with Ossvy
“Seeing exactly where we show up in front of potential customers, and automatically getting action recommendations where we don't, has made our process both faster and stronger.”
Yunus MeranSEO & GEO Specialist
In short
AI brand sentiment is the tone and content of what AI engines say about your brand. Ossvy classifies every mention as positive, neutral or negative, groups the claims engines repeat, such as price, quality or support, and flags statements that look outdated or wrong so you can correct the sources behind them.
- Positive, neutral and negative mentions per engine and market.
- The recurring claims and phrases engines use about you.
- Flags for outdated or incorrect facts, linked to their sources.
Reputation
How AI describes you, word for word.
Buyers trust the summary an assistant gives them. Ossvy shows that summary for every engine, with its sources.
Sentiment trend
per engine
Recurring claims
strengths and weaknesses
Accuracy flags
wrong or outdated facts
What you get with brand sentiment
Sentiment per mention
Every mention scored as positive, neutral or negative, with the sentence it came from.
Themes and claims
Engines' recurring statements about price, quality, support or trust, grouped by theme.
Accuracy checks
Mentions that contradict your official facts, such as old prices or discontinued products.
Competitor comparison
How your sentiment compares with each competitor for the same prompts.
Source tracing
The cited pages behind negative or wrong statements, so you know what to fix.
Employer brand prompts
Track questions candidates ask, such as 'Is X a good place to work?'
How it works
How brand sentiment works
Step 1:
Collect mentions
Every tracked answer that names your brand is analyzed.
Prompt trackingStep 2:
Trace the source
See which cited pages lead to each negative or wrong claim.
Citation trackingStep 3:
Correct and monitor
Update or answer those sources and watch the sentiment change.
Actionable insights
What brand sentiment doesn't do
Sentiment classification is automatic and works best on clear statements. Sarcasm, mixed opinions and very short mentions can be misread, so Ossvy always shows the original sentence next to the score. Ossvy cannot change what an engine says directly; it shows which sources to fix.
Try it on your own brand
The free check shows how three AI engines answer about you, before you sign up.
Last updated: View as Markdown
FAQ
Brand sentiment FAQ
How do I find out what ChatGPT says about my brand?
Ask it the questions your customers ask, such as reviews, comparisons and 'is X worth it', and read the answers. For a consistent picture across engines and days, Ossvy tracks and scores those answers automatically. Start with the free AI visibility check.
What is AI brand sentiment?
AI brand sentiment is whether AI engines describe your brand positively, neutrally or negatively, and which claims they repeat. It matters because buyers often accept the assistant's summary without checking further. Compare yours with competitors in competitor analysis.
What can I do if ChatGPT says something wrong about my company?
Find the sources the answer relies on, correct or update them (your own pages, profiles, review sites, Wikipedia-style references), and publish a clear facts page. Engines that search the web pick up corrections faster than training-only answers. Ossvy shows the sources in citation tracking.
Why does AI repeat old prices or discontinued products?
Because older pages that mention them still rank or were part of the model's training data. Updating those pages, adding dates and keeping your own pricing page current helps. Track whether the fix worked with prompt tracking.
Can AI sentiment affect hiring?
Yes. Candidates ask assistants about salaries, culture and reviews, and the answers draw on review sites and news. Ossvy can track employer-brand prompts alongside product prompts; HR teams often use it with marketing teams.
How accurate is automatic sentiment analysis?
It's reliable on clear statements and weaker on sarcasm or mixed opinions, so Ossvy always shows the original sentence next to each score. Read trends over many mentions rather than single scores; trends are on AI brand visibility.
Does sentiment differ between AI engines?
Often. Each engine draws on different sources, so one can stress your support quality while another repeats an old complaint. Engine-level views are on pages such as Gemini visibility tracking.
Can I report AI sentiment to leadership or clients?
Yes. Sentiment trends, top claims and example quotes are part of Ossvy's shareable reports, including white-label versions for agencies.
Customer stories
Brands and agencies growing with Ossvy
“Seeing exactly where we show up in front of potential customers, and automatically getting action recommendations where we don't, has made our process both faster and stronger.”
Yunus MeranSEO & GEO Specialist
Talk to our team
See how AI describes your brand
Run a free check, or start free and track sentiment in every engine.