Sentiment & Perception
Every mention is scored across the aspects that matter — pricing, quality, support, whatever fits your business — into a strengths-and-weaknesses map.
Aspect-based
not one blunt score
Evidence
behind every rating
Per engine
and per model
Yours
editable taxonomy
01
Mentions are classified into aspects — pricing, support, reliability and more — and scored, so you see at a glance where AI sells you and where it undermines you.
02
Every aspect score is backed by the actual sentences AI wrote, by engine and by model. Click through from any score to the quotes behind it.
03
Rename aspects, add your own, or regenerate the set — the perception matrix tracks the dimensions your customers actually care about.
Click any aspect and read the sentences AI actually wrote.
"Acme's blends are consistently well reviewed, and the flavour holds up even in the cheaper bags — worth the price if you're ordering weekly."
Rename, add or regenerate aspects until they match what your customers care about.