Product
Sentiment & Perception
AI brand sentiment, backed by quotes: see how each of the 8 engines actually describes your brand, watch the framing shift over time, and catch brand perception problems while they are still small.
Free · No signup · Your report emailed within 24 hours
Sentiment · all engines · 30 days
Example data — run the free checker to see your own.
Evidence
How each engine describes your brand
Being mentioned is half the story; how you are described is the other half. “A solid pick for freelancers” and “a newer option with fewer integrations” are both mentions — only one sells. SeenMeter pulls the exact adjectives, framing and caveats each engine attaches to your brand, with the full quote as evidence.
No abstract reputation index — you read what the engine said, word for word, from answers collected by prompt monitoring. Sentiment tags are a filter, not a verdict; the quote is always one click away.
How engines describe you · this week
ChatGPTPositive
“a solid pick for freelancers who want simple, fast invoicing”
GeminiPositive“praised for its clean interface and flat pricing”
GrokNeutral
“a newer option — fewer integrations than the incumbents”
Example data
Early warning
AI brand sentiment is a leading indicator
Perception moves before rankings do. An engine usually starts hedging — “some users report…”, “a less established option” — before it drops you from recommendations altogether. Track sentiment daily and those hedges surface as a dated shift the day they first appear, not the quarter after.
Every shift is quoted: which engine, which phrasing changed, in which answers. Pipe shifts into alerts so a negative turn pings you the same day. Your visibility score tells you if you are seen; sentiment tells you what being seen is doing for you.
Perception shifts
Grok shifted neutral → positive
after your pricing update went live
ChatGPT added "limited integrations" phrasing
appears in 4 answers
Gemini first called you "popular with freelancers"
now in 11 answers
Each shift links to the quotes behind it
Example data
Per engine
Brand perception differs by AI engine
Engines don’t share opinions. ChatGPT might call you the freelancer favorite while Grok — trained on a different corpus, skewed to the X crowd — shrugs. These are not errors; they reflect different sources. Which means perception is fixable per engine, if you know where you stand on each one.
SeenMeter scores sentiment per engine so you can spot the outlier and trace it to its sources. Start with a snapshot from the free AI visibility checker, or see how we track the developer-heavy answers on the Claude rank tracker.
Sentiment by engine
ChatGPTGemini
Claude
Perplexity
GrokThe outlier usually points to a fixable source
Example data
FAQ
Frequently asked questions
Quick answers about Sentiment & Perception.
See yourself the way every AI sees you.
Free check, no signup. Then track it every day.