It is not a polarity score.
None of it collapses into a single number
- Recommended
- Alternative
- Mentioned only
- Counterexample
−Price+Ease+Maturity−Audience+Quality
Never collapsed into a single polarity score
It’s not enough to be mentioned. What does AI actually say?
CitePatch reads how AI assistants really talk about you: the role you’re given, how you compare to whoever else got named, and the exact sentence that proves it — broken down by engine, never as one flat score.
How what AI says about you gets read.
Every verdict keeps the sentence that earned it.
The exact sentence is kept, never a summary of it
“best analytics platform for mid-size teams”
For mid-size teams, Vektor Suite usually tops the list. Nortium is a solid alternative, though its price sits above the rest according to several recent reviews.
AlternativePrice −
Rubric attached to this verdict · never mixed with anotherThe same question, another story per engine.
Every engine gets its own breakdown, never blended into one figure
Google AI Overviewsrecommends
Geminialternative
Perplexity Sonarmentions only
Claudethin sample
Every engine gets its own breakdown, never blended into one figure
On demand, no trend line, no rewriting the past.
A negative narrative can turn into a playbook, but nothing about it changes or sends anything without your yes
- Runs on demand and spends credits, never automatically
- No trend line over time — only what the current reading shows
- Past answers are never reanalyzed; a rubric change starts fresh instead of rewriting history
- A negative narrative can turn into a playbook, but nothing about it changes or sends anything without your yes
A polarity score, against a verdict you can open.
With a polarity scoreWith Sentiment Analysis
One number sums up the answer and hides the role you were given.Every mention keeps its role, its certainty and its signed attributes.
You cannot tell if you were recommended or held up as the one to avoid.Recommended, alternative, just mentioned or counterexample, said plainly.
Engines get averaged, so the one failing you stays covered.Each engine with its own breakdown, because one may recommend and another not.
The sentence is gone, only the label someone put on it remains.The exact sentence is kept, and its place inside the answer.
Change how it is measured and the past is rewritten with no notice.The rubric travels with the verdict and never rewrites what was measured.
See how AI actually talks about you.
Start with a Free Audit, or book a demo to read your own sentiment breakdown by engine.