Clarity
Do they understand what you do?
15 could name what kind of product this is, unprompted.
https://reliabl.it/15 AI-simulated buyers
Your message lands: they know what it is, who it's for, why it's worth their time, and why to pick you.
Do they understand what you do?
15 could name what kind of product this is, unprompted.
Can they tell what it solves, and who it's for?
15 could quickly tell what problem it solves and who it is for.
Do they actually want it?
15 would take a meeting to learn more.
Is there a reason to pick you over the alternatives?
9 could name a reason to pick you over a similar option.
Your page describes: AI transformation. They said:
13 couldn't name one; 2 got it right.
Four separate measures, not stages: all 15 personas answered all four questions. Each square is one persona.
14 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: The page's only numbers come from MIT research, not from work RELIABL.IT has done. Add one client, the workflow changed, the baseline before and the measured result after 30 days.
7 of 15 raised this
“the page itself admits "None of them is a First Agent Sprint result" — that's an honest disclosure, but it means I have zero proof this exact 30-day mechanic has ever shipped a number to a CFO”
Why: The interface screenshots and 'RELIABL.IT platform' language make readers think they are buying software. Say the screenshots show the workspace used during a delivered engagement.
2 of 15 raised this
“"RELIABL.IT platform" screenshots and phrases like "Choosing the strategy approach in the RELIABL.IT platform" and "a Copy MCP action" — that language implies a software interface I could log into, but everything else describes a hands-on 30-day consulting sprint”
Why: Readers at 600 people rule themselves out on a number that is not a real constraint. Describe the fit by situation instead, such as one workflow with a named owner and a CFO who wants proof.
2 of 15 raised this
“we're at 501-1000 people, above their stated range, so I'd flag that mismatch rather than assume it's for me”
These landed. Keep the wording when you edit around it.
The problem statement and named audience land exactly as intended
“The reader is spelled out explicitly too, under "This is built for you if" — established company, 100-500 people, you own a workflow at volume”
The page reads plainly as a fixed-price, fixed-scope 30-day sprint on a single workflow
“they'll take one business workflow, benchmark it, redesign it, bolt an AI agent onto it, and hand it to you running in production within 30 days for €3,000 + VAT”
Fixed price plus fixed timeline reads as unusual, low-risk commitment
“The €3,000 / 30-day scope is cheap enough that it clears my risk bar easily”
Why: The €3,000 fixed fee is the sharpest reason to pick this over consultancies who won't quote, but it never appears on the page. Put the number and the one-workflow scope in the first screen.
7 of 15 raised this
“the page itself admits "None of them is a First Agent Sprint result" — that's an honest disclosure, but it means I have zero proof this exact 30-day mechanic has ever shipped a number to a CFO”
Why: A buyer comparing two proposals cannot see what physically arrives at day 30. List the artefacts by name, and link one redacted sample baseline document.
7 of 15 raised this
“the page itself admits "None of them is a First Agent Sprint result" — that's an honest disclosure, but it means I have zero proof this exact 30-day mechanic has ever shipped a number to a CFO”
Why: Buyers doubt 30 days survives security review, compliance and internal sign-off. State what the clock depends on and how many hours the client's ops team must contribute.
2 of 15 raised this
“€3k and 30 days for a redesigned workflow plus a live agent sounds too cheap and too fast for anything at 600 people with real approval chains, compliance sign-off, and IT security review, none of which is mentioned”
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 sells the mechanic but not the outcome, so it cannot close a budget decision
Seven of 15 flagged no named client with before/after metrics, and testimonials cite strategy change rather than hours or numbers moved. Several said they need a documented reference before releasing budget, so clarity converts to nothing.
Comprehension is being mistaken for persuasion
Six restated the offer accurately and six matched the problem to their situation, yet only three said the price and timeline clear their risk bar. Understanding the sprint did not move anyone toward buying it.
The 30-day promise, the page's main proof point, is read as unachievable
Two respondents doubted 30 days survives compliance, IT security review and internal approvals, and one wanted the internal hours their ops team must contribute. The bounded timeline that three cited as low-risk is the same claim others distrust.
Every proof asset a buyer asked for is missing
Requests for a sample baseline document, an approval workflow diagram and metric-bearing case studies all went unmet, and the headline MIT statistic is a third-party footnote rather than proprietary data. Nothing on the page survives a competitive comparison.
The headcount band actively repels qualified readers
Two respondents at 600-person organisations read themselves out of the stated 100–500 range and asked for a 500–1000 band or case evidence at their size. A targeting line meant to qualify is disqualifying.
Visual design contradicts what the copy is selling
Two respondents said platform imagery and interface language made them expect software, directly against the consulting sprint six others correctly restated. The page fights its own category definition.
No named client with a before/after metric, so the method stays unproven
7 of 15
“the page itself admits "None of them is a First Agent Sprint result" — that's an honest disclosure, but it means I have zero proof this exact 30-day mechanic has ever shipped a number to a CFO”
“I have zero actual case evidence that their 30-day process has ever produced a real before/after number”
“I'd want a named example workflow with a real before/after number attached — not the abstract MIT 95/5 stat, but something like "quote-to-cash cycle time dropped from 9 days to 2" from an actual client”
“Honestly it wasn't hard to pin down what they sell, it was hard to pin down proof of it working — the page is precise on mechanics (€3,000, 30 days, the baseline gate) but goes soft exactly where I need hard numbers, sliding into 'you keep six things' and generic testimonials instead of one client's actual before-and-after figure.”
“the €3,000 engagement scaling into anything I'd actually change my org around needs more than two customer quotes from Kontron and KOTO that don't even reference this specific offer ("None of them is a First Agent Sprint result")”
“both testimonials (Kontron, KOTO) talk about "revamping strategy" and "changing how we think," nothing about a metric moved, hours saved, or euros recovered”
“I wouldn't commit budget or a workflow owner's time until I saw one reference client with an actual before/after metric, not just a CEO quote”
Requested artefacts — a sample baseline doc and approval workflow diagram — are absent
2 of 15
“If a competing sprint showed me a sample baseline doc and an actual approval workflow diagram instead of just naming those as line items, that would beat this page outright”
“The MIT "95% vs 5%" stat is cited but it's a third-party footnote, not their own data”
Screenshots and product language make people expect software instead of consulting
2 of 15
“"RELIABL.IT platform" screenshots and phrases like "Choosing the strategy approach in the RELIABL.IT platform" and "a Copy MCP action" — that language implies a software interface I could log into, but everything else describes a hands-on 30-day consulting sprint”
The page reads plainly as a fixed-price, fixed-scope 30-day sprint on a single workflow
4 of 15 · what worked
“they'll take one business workflow, benchmark it, redesign it, bolt an AI agent onto it, and hand it to you running in production within 30 days for €3,000 + VAT”
“it's AI strategy/implementation consulting sold as a productized sprint, not a software product I'd install”
“It's not a software product or platform I'd install — it's a scoped consulting engagement/sprint”
The stated 100–500 headcount band disqualifies readers who otherwise fit
2 of 15
“we're at 501-1000 people, above their stated range, so I'd flag that mismatch rather than assume it's for me”
“I'd need the headcount band to read "500-1000" or "mid-market to enterprise" instead of "100 to 500," plus one client logo or case study from a company my size so I know they've actually operated at my scale”
The problem statement and named audience land exactly as intended
6 of 15 · what worked
“The reader is spelled out explicitly too, under "This is built for you if" — established company, 100-500 people, you own a workflow at volume”
“The intended reader is also spelled out explicitly in the "Fit" section — "established company, roughly 100 to 500 people," someone who "owns a workflow that runs at volume," has a "hiring freeze," and "needs something you can defend upward with a number, not a demo."”
“It was clear fast — the subhead "AI made your people faster. What about your business?" tells you the problem in one line: lots of AI activity, no measurable business result. And the "Fit" section spells out the reader almost bluntly — "established company, roughly 100 to 500 people," someone who owns "a workflow that runs at volume," needs "something you can defend upward with a number, not a demo."”
“if you can already name a workflow AI made faster and the number it moved, this is not the offer you need”
“It reads like someone who's sat across from a COO in a budget review and knows exactly which excuses get made”
The 30-day promise collides with the buyer's real approval chain
2 of 15
“€3k and 30 days for a redesigned workflow plus a live agent sounds too cheap and too fast for anything at 600 people with real approval chains, compliance sign-off, and IT security review, none of which is mentioned”
“before I take the follow-up call I'd want them to name what internal hours they expect from us, because that's usually where these thirty-day promises quietly become ninety”
Fixed price plus fixed timeline reads as unusual, low-risk commitment
3 of 15 · what worked
“The €3,000 / 30-day scope is cheap enough that it clears my risk bar easily”
“The thing that would actually tip me toward this one over a generic "AI transformation" firm is the specificity of the gate: "the measurement happens, or the agent does not go live." Most consultancies promise ROI in vague terms; this one builds the baseline into the delivery mechanic itself, and pairs it with a real fixed price and timeline (€3,000, 30 days) rather than "contact us for a quote."”
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.







