Clarity
Do they understand what you do?
10 could name what kind of product this is, unprompted.
https://example.com/15 AI-simulated buyers
Your message needs work: they know what it is, who it's for, and why to pick you, but not why it's worth their time.
Do they understand what you do?
10 could name what kind of product this is, unprompted.
Can they tell what it solves, and who it's for?
10 could quickly tell what problem it solves and who it is for.
Do they actually want it?
8 would take a meeting to learn more.
Is there a reason to pick you over the alternatives?
10 could name a reason to pick you over a similar option.
Four separate measures, not stages: all 15 personas answered all four questions. Each square is one persona.
6 of 15 recognized the kind of company behind the page, in a tone written for them. Not one of the four layers, and it does not affect the scores above or the order to fix them in.
These are 15 simulated buyers. Want 15 real ones?
Test with humansThe first is on your weakest layer, the second on the next, the third on the layer the most buyers had a problem with. Each says what to change on the page and why, with one simulated answer behind it.
Why: Respondents could not name it unprompted.
1 of 15 raised this
“Stub answer (unsure).”
Suggestions for this layer are not available in this report. The score stands on its own.
No specific edits needed here — this layer held up.
No specific edits needed here — this layer held up.
A deliberately adversarial read of the same answers. Each claim was checked back against what the personas said and dropped if nothing supported it.
The page fails its primary job of naming the category
Multiple respondents could not identify the product.
An unsupported claim that cites nothing
Should be dropped by verification.
The category is never named
1 of 15
“Stub answer (unsure).”
“Stub answer (qualified_no).”
15 AI-simulated personas matched to your target market. Each answered independently, without seeing your goal, the scoring criteria, or each other’s answers. Attribution is role, industry and company size only.
Every answer on this page was written by an AI model role-playing a buyer profile, scored on Wynter’s B2B Message Layers framework. The personas were sampled in code across role, industry, company size and behavioral traits; the model wrote only the answers. Scores arrive through fixed verdict categories and the counts are computed in our own code, so no number here was written by a model.
The count is how many personas cleared the bar on each question. A yes can be unhesitating or come with reservations; the scorecard counts both as a yes, and this is the only place the difference is shown. Per layer:
These answers are AI-simulated and directional. Validate anything you’re betting on with real buyers, your ICPs.
A detailed, section-by-section message test report from verified B2B professionals who are actually in-market for what you sell.







