Message test · Coworker

Only 8 of 15 buyers could say why they would pick Coworker over an alternative.

https://coworker.ai/15 AI-simulated buyers

Your message needs work: they know what it is, who it's for, and why it's worth their time, but not why to pick you.

Simulated responsesNo humans answered these questions. Every quote below was written by an AI model role-playing a buyer profile.
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01

Your verdict

  • Clarity

    Do they understand what you do?

    Strong15 of 15

    15 could name what kind of product this is, unprompted.

  • Relevance

    Can they tell what it solves, and who it's for?

    Mixed11 of 15

    11 could quickly tell what problem it solves and who it is for.

  • Value

    Do they actually want it?

    Strong13 of 15

    13 would take a meeting to learn more.

  • Differentiation

    Fix first

    Is there a reason to pick you over the alternatives?

    Weak8 of 15

    8 could name a reason to pick you over a similar option.

See what they thought you were

Your page describes: Enterprise AI infrastructure. They said:

  • 3×Enterprise AI orchestration / agent platformmatches
  • 1×Enterprise AI context & model-routing middlewarematches
  • 1×Enterprise AI context and model-routing platformmatches
  • 1×Enterprise AI orchestration / copilot platformmatches

9 couldn't name one; 6 got it right.

Four separate measures, not stages: all 15 personas answered all four questions. Each square is one persona.

Additional signalBrand alignment8 of 15WeakShow finding ▸

Six respondents read the logos as mid-market rather than Fortune 500 and the founder pedigree as early-stage or Series B/C still proving credibility. Two said the enterprise framing is ahead of the actual customer base. 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 humans
02

Fix these first

Fix these first

Three edits, in the order that matters.

The 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.

  1. Replace the single case study with two or three customer results naming company size and stack.

    Why: One 300-person customer does not convince an enterprise buyer that this survives their scale. Add deployments with headcount, connector set and measured cost change, or say plainly what size of org is live today.

    3 of 15 raised this

    “I'd want the actual benchmark methodology behind "84.5% better quality" and a reference customer closer to our size/stack than a mobile games studio, since rolling this across 50+…” Show full quote
    “I'd want the actual benchmark methodology behind "84.5% better quality" and a reference customer closer to our size/stack than a mobile games studio, since rolling this across 50+ connectors with existing SSO and permissions is a real migration project, not a plug-in.”
    Director of IT, Software Development · 501-1000 employeessimulated
    Moves Differentiation
    Proof next to the claim

  2. Name the buyer and team in the hero subhead, above the logo strip.

    Why: Nothing on the page says who this is for, so the reader reverse-engineers it from logos. Write a line naming the role and situation, such as IT and platform leads running Slack, Salesforce and Jira across a few thousand seats.

    6 of 15 raised this

    “the audience was inferred from context clues (security badges, connector list, buyer-type logos) rather than spelled out in a sentence like "built for IT directors."”
    Director of IT, Software Development · 501-1000 employeessimulated
    Moves Relevance
    Name the audience

  3. Add the baseline and workload behind "9x cheaper" directly under the number.

    Why: Nine times cheaper than what, on which tasks, is never stated, so the number reads as a marketing figure. Name the comparison setup and the task mix beside the claim.

    7 of 15 raised this

    “The 9x/51x/84.5% numbers are asserted against "Coworker MCP vs. Claude Native Tooling" with no methodology shown, so I'd want the actual benchmark write-up before I believed those figures.”
    VP of IT, Enterprise Software · 1001-5000 employeessimulated
    Moves Value
    Proof next to the claim

Keep these · 2

These landed. Keep the wording when you edit around it.

  1. Keep · Differentiation

    Permission-aware routing and data residency are the differentiators respondents could…

    “The model-routing bit — "as better models ship, your team gets them automatically, no migration, no vendor lock-in" — is the one thing that would actually tip it…” Show full quote
    “The model-routing bit — "as better models ship, your team gets them automatically, no migration, no vendor lock-in" — is the one thing that would actually tip it over a competitor for me, because lock-in to a single model vendor is exactly the kind of disruption risk I'd be weighing against the other options.”
    Director of IT, Software Development · 501-1000 employeessimulated
  2. Keep · Clarity

    The core routing mechanic lands when stated plainly

    “the problem is clear but the urgency/proof is something I'd have to chase down rather than something the page hands me.”
    Director of IT, Enterprise Software · 5000+ employeessimulated
03

All recommendations

Differentiation

Weak8 of 15
Moves DifferentiationProof next to the claim

Add benchmark methodology link beside the 9x, 51x and 84.5% numbers in the hero.

Why: The footnote "Statistically significant benchmarks comparing Coworker MCP vs. Claude Native Tooling" tells a buyer nothing about workload mix, sample size or who ran the test. State the task set, number of runs and date next to the numbers, and link the full…

3 of 15 raised this

“I'd want the actual benchmark methodology behind "84.5% better quality" and a reference customer closer to our size/stack than a mobile games studio, since rolling this across 50+…” Show full quote
“I'd want the actual benchmark methodology behind "84.5% better quality" and a reference customer closer to our size/stack than a mobile games studio, since rolling this across 50+ connectors with existing SSO and permissions is a real migration project, not a plug-in.”
Director of IT, Software Development · 501-1000 employeessimulated
Moves DifferentiationGive a reason to choose you

Pull permission-aware routing, data residency and no-retraining into a named section above connectors.

Why: The things buyers can only get here are buried in body copy under "Model Routing" while the page leads with price multipliers any vendor could claim. Give permission-aware access, US hosting and no-training-on-your-data their own headed block with one line…

3 of 15 raised this

“I'd want the actual benchmark methodology behind "84.5% better quality" and a reference customer closer to our size/stack than a mobile games studio, since rolling this across 50+…” Show full quote
“I'd want the actual benchmark methodology behind "84.5% better quality" and a reference customer closer to our size/stack than a mobile games studio, since rolling this across 50+ connectors with existing SSO and permissions is a real migration project, not a plug-in.”
Director of IT, Software Development · 501-1000 employeessimulated

Relevance

Mixed11 of 15
Moves RelevancePlain language

Define OM2 in plain words at first use before the "Introducing OM2" section.

Why: "OM2 layer deeply understands your enterprise" appears in the first sentence with no explanation, and "knowledge graph" arrives much later. Say in the hero what OM2 is and what a query does end to end.

6 of 15 raised this

“the audience was inferred from context clues (security badges, connector list, buyer-type logos) rather than spelled out in a sentence like "built for IT directors."”
Director of IT, Software Development · 501-1000 employeessimulated
Moves RelevanceConcrete over abstract

Add one worked example under the hero showing a real question, sources used, answer.

Why: A buyer cannot tell from "right context, right model" what they would actually get back. Show a question, the connectors it touched and the output, in plain English before any claims.

6 of 15 raised this

“the audience was inferred from context clues (security badges, connector list, buyer-type logos) rather than spelled out in a sentence like "built for IT directors."”
Director of IT, Software Development · 501-1000 employeessimulated

Clarity

Strong15 of 15
Moves ClarityOne clear next action

Collapse "Book a demo" and "See benchmarks" into one primary action in the hero.

Why: Two equal buttons split the reader at the moment they are deciding. Make "Book a demo" the button and demote benchmarks to a text link under the numbers.

4 of 15 raised this

“Terms like "knowledge graph" and "model routing" are dropped without a plain-English worked example on first read, so I had to piece the actual function together from the…” Show full quote
“Terms like "knowledge graph" and "model routing" are dropped without a plain-English worked example on first read, so I had to piece the actual function together from the diagram and MCP code snippet further down rather than the headline copy.”
Director of IT, Software Development · 501-1000 employeessimulated
Additional signal

Brand alignment

Weak8 of 15
Moves Brand alignmentPlain language

Rewrite "Your enterprise just started thinking" and the closing "enterprise brain" line in plain terms.

Why: The brain metaphor and "the platform behind the enterprise brain" read as marketing air next to logos that look mid-market. Say what the layer does, such as answering questions using your company's Slack, Drive, Salesforce and Jira with the user's own…

3 of 15 raised this

“The logo wall (RapidSOS, Harri, Truecaller, Huuuge) skews mid-market to lower-enterprise, not Fortune 500”
IT Leader, Software Development · 1001-5000 employeessimulated
Moves Brand alignmentSpecifics beat superlatives

Add a qualifying line under "Trusted by" stating the size range of current customers.

Why: Logos invite a Fortune 500 reading the customer list does not support, and the gap costs trust. State the headcount band and departments running Coworker today so the claim matches the evidence.

3 of 15 raised this

“The logo wall (RapidSOS, Harri, Truecaller, Huuuge) skews mid-market to lower-enterprise, not Fortune 500”
IT Leader, Software Development · 1001-5000 employeessimulated
Moves Brand alignmentAnswer the live objection

Replace "Enterprise ready·SOC 2·50+ connectors" strip with specifics on residency, retention and SSO.

Why: "Enterprise ready" is a label the reader has to take on faith while the security questions they actually hold go unanswered. Name SOC 2 Type II status, US hosting, data retention policy and SSO/SCIM support.

3 of 15 raised this

“The logo wall (RapidSOS, Harri, Truecaller, Huuuge) skews mid-market to lower-enterprise, not Fortune 500”
IT Leader, Software Development · 1001-5000 employeessimulated
04

Buyer evidence

Biggest risks

A deliberately adversarial read of the same answers. Each claim was checked back against what the personas said and dropped if nothing supported it.

  • high

    The page's central number — the cost claim — is dead on arrival as a meeting trigger.

    Seven to eight respondents rejected the cost multipliers and savings as unverified, citing absent methodology, sample size, and audit, and several named a benchmark write-up or head-to-head test as a precondition for a meeting.

  • high

    The page never tells anyone it is for them, so qualification is offloaded onto the reader.

    Six respondents had to reverse-engineer the audience from connector logos and a case study, and one asked for named stack configurations. Audience inference from logos is the weakest possible targeting mechanism.

  • high

    Evidence and framing contradict each other: the page claims enterprise while the proof reads mid-market.

    Six respondents read the logos as mid-market and the founder pedigree as early-stage, while three called a single 300-person case study too small for enterprise validation. The page is actively undercutting its own positioning.

  • high

    The only things that land are the ones stated plainly; everywhere the page reaches for its own vocabulary, comprehension collapses.

    Three respondents repeated back the routing mechanic correctly when stated simply, but four said undefined internal and technical terminology upfront obscured positioning and end-to-end query processing, with one requesting plain-English worked examples.

  • high

    Every negative theme resolves to the same request: show the work, not the claim.

    Respondents asked for worked examples in plain English, specific stack configurations, benchmark methodology, and reference customers of comparable size — four different gaps, one shared root cause of assertion without substantiation.

  • medium

    The differentiators that work are buried beneath the claims that don't, so the page spends its credibility before it earns it.

    Four respondents named permission-aware routing, data residency and no-lock-in as genuine operational differentiators — yet seven rejected the cost claims and six could not identify the buyer, meaning the strongest asset arrives after trust is gone.

Differentiation

  • The single 300-person case study is read as too small to prove enterprise scale

    3 of 15

    “I'd want the actual benchmark methodology behind "84.5% better quality" and a reference customer closer to our size/stack than a mobile games studio, since rolling this across 50+…” Show full quote
    “I'd want the actual benchmark methodology behind "84.5% better quality" and a reference customer closer to our size/stack than a mobile games studio, since rolling this across 50+ connectors with existing SSO and permissions is a real migration project, not a plug-in.”
    Director of IT, Software Development · 501-1000 employeessimulated
    See all 3 comments
    “What would rule it out is the Huuuge case study as the only proof point — 300 employees globally isn't remotely our size, and if that's the best…” Show full quote
    “What would rule it out is the Huuuge case study as the only proof point — 300 employees globally isn't remotely our size, and if that's the best customer evidence they've got, I'd assume they haven't proven this at 5000+ yet”
    Operations Leader, Financial Services · 5000+ employeessimulated
    “"Maurycy Bielawski, Service Desk Team Lead" saying "4,000+ hours saved... up to 94% time reduction." That's a person and a number I could repeat on a call”
    Director of Operations, Professional Services · 201-500 employeessimulated

  • Permission-aware routing and data residency are the differentiators respondents could…

    4 of 15 · what worked

    “The model-routing bit — "as better models ship, your team gets them automatically, no migration, no vendor lock-in" — is the one thing that would actually tip it…” Show full quote
    “The model-routing bit — "as better models ship, your team gets them automatically, no migration, no vendor lock-in" — is the one thing that would actually tip it over a competitor for me, because lock-in to a single model vendor is exactly the kind of disruption risk I'd be weighing against the other options.”
    Director of IT, Software Development · 501-1000 employeessimulated
    See all 4 comments
    “that's a concrete security/integration promise I can test in a demo, and it's the kind of detail that rules out competitors who hand-wave on access control”
    VP of IT, Enterprise Software · 1001-5000 employeessimulated
    “The "permission-aware, agents respect the access controls already on your tools" line plus "no new logins, no new SSO maps" would actually pull me toward it, because integration…” Show full quote
    “The "permission-aware, agents respect the access controls already on your tools" line plus "no new logins, no new SSO maps" would actually pull me toward it, because integration and access-sprawl is normally the thing that kills these rollouts at our scale”
    Operations Leader, Financial Services · 5000+ employeessimulated
    “The "no training on data... US-hosted. Contractually enforced" line and "permission-aware, agents respect the access controls already on your tools" are the only things here that would actually…” Show full quote
    “The "no training on data... US-hosted. Contractually enforced" line and "permission-aware, agents respect the access controls already on your tools" are the only things here that would actually move me versus a competitor”
    VP of Operations, Technology · 501-1000 employeessimulated

Relevance

  • The target buyer is never stated and has to be reverse-engineered from logos

    6 of 15

    “the audience was inferred from context clues (security badges, connector list, buyer-type logos) rather than spelled out in a sentence like "built for IT directors."”
    Director of IT, Software Development · 501-1000 employeessimulated
    See all 6 comments
    “The buyer is never explicitly named — no "for CTOs" or "for ops leaders" banner — but the connector logos (Salesforce, Jira, Slack) and "Enterprise ready·SOC 2·50+ connectors"…” Show full quote
    “The buyer is never explicitly named — no "for CTOs" or "for ops leaders" banner — but the connector logos (Salesforce, Jira, Slack) and "Enterprise ready·SOC 2·50+ connectors" signal it's aimed at mid-to-large enterprise technical/ops buyers, which I inferred rather than read outright”
    VP of Operations, Technology · 501-1000 employeessimulated
    “the intended reader is never explicitly named — there's no "for IT leaders" or "for ops teams" banner — I had to infer it from the logos (Salesforce,…” Show full quote
    “the intended reader is never explicitly named — there's no "for IT leaders" or "for ops teams" banner — I had to infer it from the logos (Salesforce, Jira, Gong), the connector list, and lines like "No new logins, no new SSO maps,"”
    IT Leader, Software Development · 1001-5000 employeessimulated
    “I'd need to see my own stack named explicitly — something like "if you run Salesforce + Slack + Jira across 500+ seats and your AI spend is…” Show full quote
    “I'd need to see my own stack named explicitly — something like "if you run Salesforce + Slack + Jira across 500+ seats and your AI spend is split across three vendors, this replaces that" — right now it's implied through logos and connector lists, not stated as a direct address to my situation”
    Operations Leader, Professional Services · 501-1000 employeessimulated
    “Who it's for is never spelled out explicitly — I inferred "enterprise" from the logos (Salesforce, Jira, SOC 2, "enterprise ready") and the customer story about a Service…” Show full quote
    “Who it's for is never spelled out explicitly — I inferred "enterprise" from the logos (Salesforce, Jira, SOC 2, "enterprise ready") and the customer story about a Service Desk Team Lead, not from any line that says "this is for IT/Ops leaders at mid-size companies."”
    Director of Operations, Technology · 1001-5000 employeessimulated
    “There's no "built for VPs of Ops" or "built for IT/platform teams" line — I inferred the buyer from the logos (RapidSOS, Harri, Huuuge), the SOC 2/connector badges,…” Show full quote
    “There's no "built for VPs of Ops" or "built for IT/platform teams" line — I inferred the buyer from the logos (RapidSOS, Harri, Huuuge), the SOC 2/connector badges, and the Huuuge case study quote”
    VP of Operations, Software Development · 5000+ employeessimulated

Value

  • The headline cost and quality numbers are not believed because no methodology is shown

    7 of 15

    “The 9x/51x/84.5% numbers are asserted against "Coworker MCP vs. Claude Native Tooling" with no methodology shown, so I'd want the actual benchmark write-up before I believed those figures.”
    VP of IT, Enterprise Software · 1001-5000 employeessimulated
    See all 9 comments
    “If it worked as promised, I'd be collapsing a chunk of model spend and cutting a lot of manual swivel-chair work — pulling Salesforce/Gong/Slack context by hand, drafting…” Show full quote
    “If it worked as promised, I'd be collapsing a chunk of model spend and cutting a lot of manual swivel-chair work — pulling Salesforce/Gong/Slack context by hand, drafting follow-ups, updating opportunity stages — into something automated and cheaper”
    VP of IT, Enterprise Software · 1001-5000 employeessimulated
    “"statistically significant benchmarks comparing Coworker MCP vs. Claude Native Tooling" is their own comparison, not independent, and there's no sample size, no methodology, nothing I can take into…” Show full quote
    “"statistically significant benchmarks comparing Coworker MCP vs. Claude Native Tooling" is their own comparison, not independent, and there's no sample size, no methodology, nothing I can take into a budget meeting and defend”
    Operations Leader, Financial Services · 5000+ employeessimulated
    “The 9x/51x/84.5% numbers are the headline hook but there's no methodology shown beyond "statistically significant benchmarks vs. Claude Native Tooling"”
    VP of Operations, Technology · 501-1000 employeessimulated
    “right now it's not worth a meeting on its own merits — it'd be worth a meeting only to get the benchmark methodology and a reference customer with…” Show full quote
    “right now it's not worth a meeting on its own merits — it'd be worth a meeting only to get the benchmark methodology and a reference customer with actual before/after cost data, not the Huuuge "4,000+ hours saved" story which is too soft to act on”
    VP of Operations, Technology · 501-1000 employeessimulated
    “"Statistically significant benchmarks comparing Coworker MCP vs. Claude Native Tooling" is their own benchmark against their own narrow comparison, not against our actual mixed-model stack or our data…” Show full quote
    “"Statistically significant benchmarks comparing Coworker MCP vs. Claude Native Tooling" is their own benchmark against their own narrow comparison, not against our actual mixed-model stack or our data volume, so I don't trust the number yet.”
    IT Leader, Software Development · 1001-5000 employeessimulated
    “The 9x/51x cheaper and 84.5% quality numbers are their own benchmark claims with no independent source, so I'd discount those until I saw who verified them.”
    VP of IT, Financial Services · 201-500 employeessimulated
    “one big flashy stat with no backup loses it — on balance I'd still take the meeting, but I'd walk in planning to ask for the receipts behind…” Show full quote
    “one big flashy stat with no backup loses it — on balance I'd still take the meeting, but I'd walk in planning to ask for the receipts behind the 51x”
    Director of Operations, Professional Services · 201-500 employeessimulated
    “I'd walk in assuming incumbency wins unless they can show a head-to-head against my current stack, not just against "doing it manually."”
    Director of IT, Enterprise Software · 5000+ employeessimulated

Clarity

  • Undefined technical jargon blocks understanding of what the product actually does

    4 of 15

    “Terms like "knowledge graph" and "model routing" are dropped without a plain-English worked example on first read, so I had to piece the actual function together from the…” Show full quote
    “Terms like "knowledge graph" and "model routing" are dropped without a plain-English worked example on first read, so I had to piece the actual function together from the diagram and MCP code snippet further down rather than the headline copy.”
    Director of IT, Software Development · 501-1000 employeessimulated
    See all 4 comments
    “It's the layering of jargon like "OM2," "Organizational Memory," "model routing," and "MCP" without ever defining them plainly up front”
    Director of Operations, Professional Services · 201-500 employeessimulated
    “the top-of-page stuff ("Your enterprise just started thinking," "Right context, right model, anywhere you work") is more growth-marketing poetry than IT-buyer language, so it feels like two different…” Show full quote
    “the top-of-page stuff ("Your enterprise just started thinking," "Right context, right model, anywhere you work") is more growth-marketing poetry than IT-buyer language, so it feels like two different people wrote this page: one who's sold into procurement before, one who's still writing pitch-deck taglines.”
    IT Leader, Software Development · 1001-5000 employeessimulated
    “those are internal jargon that sound precise but don't tell me what actually happens to a query end to end; I had to piece the mechanism together from…” Show full quote
    “those are internal jargon that sound precise but don't tell me what actually happens to a query end to end; I had to piece the mechanism together from the code snippets and demo screenshots, not the prose”
    Operations Leader, Professional Services · 501-1000 employeessimulated

  • Where the product sits relative to incumbent context layers and what it costs is unclear

    1 of 15

    “I'd need to see where OM2 actually beats my current knowledge layer, not just the cost multipliers.”
    Director of IT, Enterprise Software · 5000+ employeessimulated

  • The core routing mechanic lands when stated plainly

    3 of 15 · what worked

    “the problem is clear but the urgency/proof is something I'd have to chase down rather than something the page hands me.”
    Director of IT, Enterprise Software · 5000+ employeessimulated
    See all 3 comments
    “If the 51x cheaper and 84.5% better quality numbers held up in my own environment, that's real money — we're a 1000+ person shop burning real budget on…” Show full quote
    “If the 51x cheaper and 84.5% better quality numbers held up in my own environment, that's real money — we're a 1000+ person shop burning real budget on model calls across teams, and if routing actually cuts that without ripping out Slack/Jira/Salesforce workflows, that's a legitimate line-item win”
    IT Leader, Software Development · 1001-5000 employeessimulated
    “It's an AI layer that sits across your existing tools (Slack, Salesforce, Jira, etc.) building a company-wide "memory" and then routing each request to whichever model — Claude,…” Show full quote
    “It's an AI layer that sits across your existing tools (Slack, Salesforce, Jira, etc.) building a company-wide "memory" and then routing each request to whichever model — Claude, GPT, Gemini — is cheapest or best for that task.”
    Director of Operations, Technology · 1001-5000 employeessimulated

Brand alignment

  • Enterprise framing outruns a customer base that reads as mid-market early-stage

    3 of 15

    “The logo wall (RapidSOS, Harri, Truecaller, Huuuge) skews mid-market to lower-enterprise, not Fortune 500”
    IT Leader, Software Development · 1001-5000 employeessimulated
    See all 6 comments
    “"Built by operators from Uber, Google, Apple, Glean, BlackRock, Deloitte, Okta, Plaid, Gainsight" is a pedigree flex you only do when you don't have 10 years of market…” Show full quote
    “"Built by operators from Uber, Google, Apple, Glean, BlackRock, Deloitte, Okta, Plaid, Gainsight" is a pedigree flex you only do when you don't have 10 years of market presence to lean on instead.”
    IT Leader, Software Development · 1001-5000 employeessimulated
    “The logo wall ("/scale, Harri, RapidSOS, Cortex, Huuuge Games, SafetyWing") tells me they sell mid-market to lower-enterprise — recognizable but not Fortune 500 household names”
    Operations Leader, Professional Services · 501-1000 employeessimulated
    “the single detailed case study is a 300-person gaming company, not a BlackRock-scale deployment, so the SOC 2/GDPR/enterprise framing is slightly ahead of their actual customer base”
    Operations Leader, Professional Services · 501-1000 employeessimulated
    “"Built by operators from Uber, Google, Apple, Glean, BlackRock, Deloitte, Okta, Plaid, Gainsight" line is doing a lot of work to signal credibility they haven't fully earned yet…” Show full quote
    “"Built by operators from Uber, Google, Apple, Glean, BlackRock, Deloitte, Okta, Plaid, Gainsight" line is doing a lot of work to signal credibility they haven't fully earned yet on their own brand name”
    Operations Leader, Professional Services · 501-1000 employeessimulated
    “Tone-wise it's written for a technical buyer who's comfortable with MCP, Claude Code, Cursor — more "head of AI" or engineering lead than a traditional IT leader doing…” Show full quote
    “Tone-wise it's written for a technical buyer who's comfortable with MCP, Claude Code, Cursor — more "head of AI" or engineering lead than a traditional IT leader doing vendor risk review.”
    IT Leader, Enterprise Software · 201-500 employeessimulated
05

How this works

Who we simulated (15 personas)

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.

Director of ITSoftware Development · 501-1000 employeesEU
VP of ITEnterprise Software · 1001-5000 employeesUS
Operations LeaderFinancial Services · 5000+ employeesEU
Director of OperationsProfessional Services · 201-500 employeesUS
VP of OperationsTechnology · 501-1000 employeesEU
IT LeaderSoftware Development · 1001-5000 employeesUS
Director of ITEnterprise Software · 5000+ employeesEU
VP of ITFinancial Services · 201-500 employeesUS
Operations LeaderProfessional Services · 501-1000 employeesEU
Director of OperationsTechnology · 1001-5000 employeesUS
VP of OperationsSoftware Development · 5000+ employeesEU
IT LeaderEnterprise Software · 201-500 employeesUS
Director of ITFinancial Services · 501-1000 employeesEU
VP of ITProfessional Services · 1001-5000 employeesUS
Operations LeaderTechnology · 5000+ employeesEU
Methodology

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.

Score details: the count and the strength

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:

  • Clarity: 15 of 15, all with reservations
  • Relevance: 11 of 15, all with reservations
  • Value: 13 of 15, all with reservations
  • Differentiation: 8 of 15, all with reservations

These answers are AI-simulated and directional. Validate anything you’re betting on with real buyers, your ICPs.

Your next 3 moves

  1. 1.Replace the single case study with two or three customer results naming company size and stack.
  2. 2.Name the buyer and team in the hero subhead, above the logo strip.
  3. 3.Add the baseline and workload behind "9x cheaper" directly under the number.

See what real buyers say.

A detailed, section-by-section message test report from verified B2B professionals who are actually in-market for what you sell.

Test with humans
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RetentionThis report is kept for 60 days, until 4 Dec 2026, then deleted along with the personas, their answers and everything derived from them. The link stays live for that whole period so it can be shared or revisited, and stops working afterwards.

The email address it was requested from is kept beyond that, because it subscribes you to the newsletter — that was the price of the report. You can unsubscribe in one click from any issue, which stops the email without affecting a report still inside its 60 days. The public report page never shows the requester’s address.