Published baseline · run 2026-09-14

What AI says about our own product

Before we run this for anyone else, we publish the same test on ourselves. This is the unedited result: our product, Is This Page Good, across nine AI engines: which recognise it, which describe it wrongly, and which have never heard of it.

Why publish this: the honest first step is finding out you're not on the list. Most vendors show a dashboard and hide the misses. We'd rather show the misses — including the ones where an engine describes our product as something it isn't, which is as damaging as silence.

Method

18 prompts per engine: 15 unbranded (a buyer asking for a page-review or landing-page-audit tool, never naming us) and 3 branded (asking directly about Is This Page Good). Cold sessions, no account history, no search pre-seeding. Each answer recorded verbatim and scored for (a) whether we were named unbranded, (b) whether the description was correct.

The result

Engine	Named unbranded	Branded recall	Described correctly?
Inkling (Thinking Machines)	2 of 15	3 of 3	No — called it “professional critiques, not automated scores”
Inkling-small	0	3 of 3	No — misread the mechanism as “peer feedback”
Gemini 3.6 Flash	0	Named	Yes — accurate description
DeepSeek Chat	0	0 of 3	Never heard of it
GLM 5.3 Flash	0	Name only	“No knowledge”
Nex 2.5 Pro	0	Name only	“Can't verify”
Laguna S 2.1	~11 of 15 (flagged)	—	Anomaly — pending re-probe

Baseline run 2026-09-14. Rows marked “flagged”/“anomaly” are excluded from the headline rate until re-probed.

What it says

Unbranded citation rate: about 2%. One engine, two prompts, and always as a runner-up next to a competitor.
Branded recall is uneven: four of seven engines recognise the name, and three of those describe it wrongly. A wrong description spreads as easily as silence.
The engines name our competitors unprompted: Hotjar, Microsoft Clarity, GA4, Unbounce, CXL, Crazy Egg, VWO, Maze, Attention Insight.
The gap is quotable facts. The engines never say what our product is because our pages never said it in a sentence a machine can lift. That is the fix — and it's exactly what we sell.

We'll run the same test on you.

Three real buyer questions, the answers verbatim, and the competitor named instead of you. Free.

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