Message test · Getdoughy

Only 5 of 15 buyers could say why they would pick Getdoughy over an alternative.

https://getdoughy.com/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?

    Strong15 of 15

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

  • Value

    Do they actually want it?

    Mixed9 of 15

    9 would take a meeting to learn more.

  • Differentiation

    Fix first

    Is there a reason to pick you over the alternatives?

    Weak5 of 15

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

See what they thought you were

Your page describes: tax strategy software. They said:

  • 2×AI-assisted tax strategy consulting servicematches
  • 2×AI-assisted tax strategy review / audit servicematches
  • 1×AI-powered tax strategy review / audit servicematches
  • 1×AI-powered tax strategy review servicematches
  • 1×Tax optimization / strategy review servicematches

8 couldn't name one; 7 got it right.

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

Additional signalBrand alignment1 of 15FailShow finding ▸

Five respondents said the tone, copy, and funnel structure signal a DTC or marketing-led B2C startup rather than an established firm or professional service, with one noting it addresses first-time tax strategists rather than existing CPA clients. 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 "Are You Overpaying / The Doughy Solution" table with specifics per row.

    Why: Lines like "AI-powered analysis finds savings most filers miss" are claims any tax service makes. Swap in the number of strategies screened, advisor credential and turnaround time.

    4 of 15 raised this

    “"$42K+ found for one client" and "97% find new savings" are unsourced, so they don't differentiate this from any other tool making the same kind of claim”
    Business Owner, Accounting · 11-50 employeessimulated
    Moves Differentiation
    Specifics beat superlatives

  2. Add names, professions and income ranges beside the $42K and testimonial savings figures.

    Why: The $42,000 figure floats with no client name, profession or year, so readers file it as advertising. Attach a first name, trade and situation to each savings number, or drop the number.

    3 of 15 raised this

    “the testimonials give first names and dollar figures ($8,200, $23,400) but no way to verify them, and the "$42K+ found for one client" and "97% find new savings"…” Show full quote
    “the testimonials give first names and dollar figures ($8,200, $23,400) but no way to verify them, and the "$42K+ found for one client" and "97% find new savings" numbers have no source or methodology behind them”
    Business Owner, Accounting · 11-50 employeessimulated
    Moves Value
    Proof next to the claim

  3. Add a line above the pricing cards stating the calculator leads to a paid review.

    Why: "Free" appears three times before the $397 and $597 prices appear, which reads as bait. Say upfront that the calculator is free and the written plan is paid.

    5 of 15 raised this

    “you answer a few questions, their "AI" flags possible strategies like S-Corp election or home office deductions, and then a licensed advisor supposedly signs off on the findings…” Show full quote
    “you answer a few questions, their "AI" flags possible strategies like S-Corp election or home office deductions, and then a licensed advisor supposedly signs off on the findings before you get a written plan for $397 or $597”
    Business Owner, Accounting · 11-50 employeessimulated
    Moves Clarity
    One clear next action

Keep these · 1

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

  1. Keep · Relevance

    The audience and problem land immediately from the headline, profession list, and $150K+…

    “The headline "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells you…” Show full quote
    “The headline "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells you the problem and the reader in one breath”
    Business Owner, Accounting · 11-50 employeessimulated
03

All recommendations

Differentiation

Weak5 of 15
Moves DifferentiationConcrete over abstract

Expand Step Two to name the inputs the AI reads and the strategy list it checks.

Why: "Our AI cross-references hundreds of tax strategies" says nothing about what it reads or where the strategies come from. Name the documents you ask for and the source of the strategy library.

4 of 15 raised this

“"$42K+ found for one client" and "97% find new savings" are unsourced, so they don't differentiate this from any other tool making the same kind of claim”
Business Owner, Accounting · 11-50 employeessimulated
Moves DifferentiationGive a reason to choose you

State the advisor's license type and how many files each advisor handles per week.

Why: "Expert tax advisors with 10+ years experience" could describe any firm and hides whether a CPA or EA signs the plan. Name the credential and the caseload that makes the review real.

4 of 15 raised this

“"$42K+ found for one client" and "97% find new savings" are unsourced, so they don't differentiate this from any other tool making the same kind of claim”
Business Owner, Accounting · 11-50 employeessimulated

Value

Mixed9 of 15
Moves ValueProof next to the claim

Replace "97% Find New Savings" with the sample size and period it comes from.

Why: A bare 97% with no denominator or date reads as invented. State how many reviews it covers and over what months, right under the stat.

3 of 15 raised this

“the testimonials give first names and dollar figures ($8,200, $23,400) but no way to verify them, and the "$42K+ found for one client" and "97% find new savings"…” Show full quote
“the testimonials give first names and dollar figures ($8,200, $23,400) but no way to verify them, and the "$42K+ found for one client" and "97% find new savings" numbers have no source or methodology behind them”
Business Owner, Accounting · 11-50 employeessimulated
Moves ValueAnswer the live objection

Add a line under the money-back guarantee defining what counts as finding opportunities.

Why: "100% money-back if we don't find opportunities" leaves the buyer guessing who decides and what threshold applies. Say the dollar minimum and the refund window in one sentence.

3 of 15 raised this

“the testimonials give first names and dollar figures ($8,200, $23,400) but no way to verify them, and the "$42K+ found for one client" and "97% find new savings"…” Show full quote
“the testimonials give first names and dollar figures ($8,200, $23,400) but no way to verify them, and the "$42K+ found for one client" and "97% find new savings" numbers have no source or methodology behind them”
Business Owner, Accounting · 11-50 employeessimulated

Relevance

Strong15 of 15
Moves RelevanceName the audience

Add a line under the profession list stating whether firms and multi-entity owners are served.

Why: Everything is aimed at one individual earning $150K+, so an owner with several entities cannot tell if they fit. Say whether multi-entity and partner-group reviews are covered and at what price.

4 of 15 raised this

“It would need to speak to a company, not just a solo earner — something like 'for finance teams reviewing entity structure across multiple partners or departments' with…” Show full quote
“It would need to speak to a company, not just a solo earner — something like 'for finance teams reviewing entity structure across multiple partners or departments' with a case study from a firm my size, not a dentist or freelancer testimonial.”
Financial Manager, Professional Services · 51-200 employeessimulated
Additional signal

Brand alignment

Fail1 of 15
Moves Brand alignmentProof next to the claim

Add a firm credentials line near the hero: advisor licenses, years operating, states covered.

Why: Nothing on the page shows a practice behind the calculator, so it reads as a marketing funnel. State who holds the licenses, how long the firm has operated and where it is registered.

5 of 15 raised this

“I picture a small, scrappy marketing-led startup, maybe 10-30 people, probably 1-3 years old, built by growth marketers and a couple of contracted CPAs rather than a traditional…” Show full quote
“I picture a small, scrappy marketing-led startup, maybe 10-30 people, probably 1-3 years old, built by growth marketers and a couple of contracted CPAs rather than a traditional accounting firm — the branding ("Doughy," "more dough in your pocket") and the lead-gen calculator funnel feel like a DTC playbook applied to tax advice”
Controller, Finance · 51-200 employeessimulated
Moves Brand alignmentPlain language

Cut "More dough in your pocket. That's the whole point." from the hero.

Why: The slang reads like a consumer app, not a firm handling someone's tax position. Replace it with a plain sentence about what the written plan contains.

5 of 15 raised this

“I picture a small, scrappy marketing-led startup, maybe 10-30 people, probably 1-3 years old, built by growth marketers and a couple of contracted CPAs rather than a traditional…” Show full quote
“I picture a small, scrappy marketing-led startup, maybe 10-30 people, probably 1-3 years old, built by growth marketers and a couple of contracted CPAs rather than a traditional accounting firm — the branding ("Doughy," "more dough in your pocket") and the lead-gen calculator funnel feel like a DTC playbook applied to tax advice”
Controller, Finance · 51-200 employeessimulated
Moves Brand alignmentAnswer the live objection

Add a line under the pricing cards saying what happens to the buyer's current CPA.

Why: The page attacks accountants but never says whether you fire yours or hand them the plan. Say plainly that the plan goes to their existing preparer to file.

5 of 15 raised this

“I picture a small, scrappy marketing-led startup, maybe 10-30 people, probably 1-3 years old, built by growth marketers and a couple of contracted CPAs rather than a traditional…” Show full quote
“I picture a small, scrappy marketing-led startup, maybe 10-30 people, probably 1-3 years old, built by growth marketers and a couple of contracted CPAs rather than a traditional accounting firm — the branding ("Doughy," "more dough in your pocket") and the lead-gen calculator funnel feel like a DTC playbook applied to tax advice”
Controller, Finance · 51-200 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

    Every proof element on the page is dismissed as unverifiable, leaving the value claim resting on assertion alone

    Three respondents called the dollar-savings testimonials unsourced with no names or before-and-after returns, four called the comparison table template filler with no methodology, and one flagged the absence of CPA partnership proof.

  • high

    The AI is a black box, so the core mechanism cannot be evaluated or trusted

    Four respondents called the AI description vague, repetitive AI-speak, citing missing methodology, unspecified inputs, unclear advisor license type, and unclear effort per file.

  • high

    Clarity about the funnel works against the page: readers correctly identify a lead-gen mechanic and discount the advisory positioning

    Five respondents unprompted decoded the offer as a calculator front end funneling to a paid audit, while five separately read the brand as a DTC performance-marketing startup rather than an advisory practice.

  • high

    The page disqualifies its own commercial buyers by addressing only individuals

    Four respondents flagged missing coverage for mid-size professional services firms, organizational buyers, and multi-entity situations, with no framing of what happens to an existing CPA relationship.

  • medium

    Sharp audience targeting is the page's only asset, and it is squandered downstream

    Five respondents said the audience and pain land immediately from the hero, profession list, and $150K+ threshold, yet the same page fails on AI methodology, testimonial sourcing, comparison substance, and brand credibility.

  • medium

    The page loses prospects who already have a CPA — the highest-value pool it names

    One respondent noted the copy addresses first-time tax strategists rather than existing CPA clients, and four flagged no framing of what happens to a current CPA relationship or evidence of CPA referral integrations.

Differentiation

  • The comparison table reads as template filler rather than evidence

    4 of 15

    “"$42K+ found for one client" and "97% find new savings" are unsourced, so they don't differentiate this from any other tool making the same kind of claim”
    Business Owner, Accounting · 11-50 employeessimulated
    See all 4 comments
    “The 100% money-back guarantee — "money-back if we don't find opportunities" — is the one concrete thing that would tip it over a competitor with no such guarantee”
    Tax Advisor, Finance · 11-50 employeessimulated
    “The money-back guarantee — "100% money-back if we don't find opportunities" — is the one concrete line that would tip me toward this one over a competitor, because…” Show full quote
    “The money-back guarantee — "100% money-back if we don't find opportunities" — is the one concrete line that would tip me toward this one over a competitor, because it caps my downside at $397 while everything else on the page is unverified claims”
    Business Owner, Professional Services · 1-10 employeessimulated
    “it just shows checkmarks for "Advanced Tax Strategies" and "AI-Powered Analysis" with zero methodology, so if a competitor's page actually named which strategies their AI checks for or…” Show full quote
    “it just shows checkmarks for "Advanced Tax Strategies" and "AI-Powered Analysis" with zero methodology, so if a competitor's page actually named which strategies their AI checks for or showed a sample report instead of a mocked-up "$14,600 estimated savings" widget, I'd go with them instead”
    Financial Manager, Small Business · 11-50 employeessimulated

Value

  • Testimonial savings figures are dismissed as unverifiable

    3 of 15

    “the testimonials give first names and dollar figures ($8,200, $23,400) but no way to verify them, and the "$42K+ found for one client" and "97% find new savings"…” Show full quote
    “the testimonials give first names and dollar figures ($8,200, $23,400) but no way to verify them, and the "$42K+ found for one client" and "97% find new savings" numbers have no source or methodology behind them”
    Business Owner, Accounting · 11-50 employeessimulated
    See all 3 comments
    “the testimonials with $8,200 or $23,400 saved are unsourced and easy to write”
    Tax Advisor, Finance · 11-50 employeessimulated
    “The "100% money-back if we don't find opportunities" line under the Personal Review tier is the one thing that would actually move me toward picking this over a…” Show full quote
    “The "100% money-back if we don't find opportunities" line under the Personal Review tier is the one thing that would actually move me toward picking this over a comparable option — it's a concrete risk-reversal, not a vague promise, so it lowers the cost of finding out if the $42K and 97% numbers are real. But it would rule out just as fast if I can't get a sample report or their actual client hit-rate before paying — the comparison table against "Traditional CPA" and "DIY Software" is just checkmarks with no substance, and three testimonials with round dollar figures aren't a track record.”
    Financial Manager, Professional Services · 51-200 employeessimulated

  • No evidence of CPA firm partnerships or referral integrations is offered

    1 of 15

    “the page gives me testimonials with named savings ($8,200, $23,400) but no named CPA firms or partnerships using it”
    CPA, Accounting · 51-200 employeessimulated

Clarity

  • 'AI cross-references' is treated as marketing language because no inputs, methodology…

    4 of 15

    “"cross-references" and "hundreds of" are doing all the heavy lifting with zero specificity, no named model, no list of what those strategies actually are”
    Controller, Small Business · 1-10 employeessimulated
    See all 4 comments
    “the fuzzy part is 'licensed advisor confirms every one,' since it never says what kind of license or how many hours they actually spend per file versus just…” Show full quote
    “the fuzzy part is 'licensed advisor confirms every one,' since it never says what kind of license or how many hours they actually spend per file versus just rubber-stamping the AI output”
    Business Owner, Professional Services · 1-10 employeessimulated
    “the layering of vague AI-speak — "cross-references hundreds of tax strategies" and "our AI finds them" — with no specifics on what inputs it actually uses beyond "4…” Show full quote
    “the layering of vague AI-speak — "cross-references hundreds of tax strategies" and "our AI finds them" — with no specifics on what inputs it actually uses beyond "4 questions," what data it draws from, or how it distinguishes my real filing from a generic template.”
    Financial Manager, Small Business · 11-50 employeessimulated
    “I'd still want to know exactly what "AI cross-references hundreds of tax strategies" means algorithmically before I'd trust the $42K and 97% numbers, since neither has a source.”
    Controller, Finance · 51-200 employeessimulated

  • The offer reads as a lead-gen funnel to a paid advisory review, not tax software or a…

    5 of 15

    “you answer a few questions, their "AI" flags possible strategies like S-Corp election or home office deductions, and then a licensed advisor supposedly signs off on the findings…” Show full quote
    “you answer a few questions, their "AI" flags possible strategies like S-Corp election or home office deductions, and then a licensed advisor supposedly signs off on the findings before you get a written plan for $397 or $597”
    Business Owner, Accounting · 11-50 employeessimulated
    See all 5 comments
    “basically a lead-gen calculator that funnels you into a paid "personal" or "business" tax review where a licensed advisor supposedly finds deductions your CPA missed, for $397-$597. It's…” Show full quote
    “basically a lead-gen calculator that funnels you into a paid "personal" or "business" tax review where a licensed advisor supposedly finds deductions your CPA missed, for $397-$597. It's not tax prep or filing software like TurboTax”
    Financial Manager, Professional Services · 51-200 employeessimulated
    “basically a lead-gen funnel for a paid tax strategy audit ($397 personal / $597 business), not an actual filing or CPA replacement”
    Tax Advisor, Finance · 11-50 employeessimulated
    “So it's essentially a lead-gen funnel for a boutique tax advisory/consulting shop, not a filing tool and not a replacement for a CPA relationship.”
    CPA, Accounting · 51-200 employeessimulated
    “I'd still want to know exactly what "AI cross-references hundreds of tax strategies" means algorithmically before I'd trust the $42K and 97% numbers, since neither has a source.”
    Controller, Finance · 51-200 employeessimulated

Relevance

  • The page speaks to individual high earners and leaves out firms, organizational buyers…

    4 of 15

    “It would need to speak to a company, not just a solo earner — something like 'for finance teams reviewing entity structure across multiple partners or departments' with…” Show full quote
    “It would need to speak to a company, not just a solo earner — something like 'for finance teams reviewing entity structure across multiple partners or departments' with a case study from a firm my size, not a dentist or freelancer testimonial.”
    Financial Manager, Professional Services · 51-200 employeessimulated
    See all 4 comments
    “It would need to speak directly to someone who already has a CPA relationship they're dissatisfied with — something like 'Already have a tax pro who just files…” Show full quote
    “It would need to speak directly to someone who already has a CPA relationship they're dissatisfied with — something like 'Already have a tax pro who just files and never advises? Here's what proactive coverage looks like alongside them'”
    Tax Advisor, Finance · 11-50 employeessimulated
    “"Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells you the problem…” Show full quote
    “"Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells you the problem (overpaying taxes because your CPA is reactive, not proactive) and the audience ($150K+ earners, then a laundry list of professions — dentists, contractors, IT consultants, attorneys) right up top.”
    Financial Manager, Small Business · 11-50 employeessimulated
    “It would need a section speaking to entities and multi-person situations — something like 'for finance and operations leaders managing company or executive tax exposure'”
    Controller, Finance · 51-200 employeessimulated

  • The audience and problem land immediately from the headline, profession list, and $150K+…

    5 of 15 · what worked

    “The headline "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells you…” Show full quote
    “The headline "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells you the problem and the reader in one breath”
    Business Owner, Accounting · 11-50 employeessimulated
    See all 5 comments
    “the hero line "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells…” Show full quote
    “the hero line "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells you the problem and the target reader in the first two sentences”
    Controller, Small Business · 1-10 employeessimulated
    “the hero line "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells…” Show full quote
    “the hero line "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells me both the problem and the target reader in the first two lines, no digging required”
    Business Owner, Professional Services · 1-10 employeessimulated
    “"Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells you the problem…” Show full quote
    “"Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned" tells you the problem (overpaying taxes because your CPA is reactive, not proactive) and the audience ($150K+ earners, then a laundry list of professions — dentists, contractors, IT consultants, attorneys) right up top.”
    Financial Manager, Small Business · 11-50 employeessimulated
    “It's obvious within the first two lines — "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies…” Show full quote
    “It's obvious within the first two lines — "Your Tax Bill Is Probably Higher Than It Should Be" plus "Most people earning $150K+ are missing 3–5 tax strategies their accountant never mentioned"”
    Controller, Finance · 51-200 employeessimulated

Brand alignment

  • The brand reads as a consumer performance-marketing startup, not an advisory practice

    5 of 15

    “I picture a small, scrappy marketing-led startup, maybe 10-30 people, probably 1-3 years old, built by growth marketers and a couple of contracted CPAs rather than a traditional…” Show full quote
    “I picture a small, scrappy marketing-led startup, maybe 10-30 people, probably 1-3 years old, built by growth marketers and a couple of contracted CPAs rather than a traditional accounting firm — the branding ("Doughy," "more dough in your pocket") and the lead-gen calculator funnel feel like a DTC playbook applied to tax advice”
    Controller, Finance · 51-200 employeessimulated
    See all 5 comments
    “the "Doughy™" branding, the trademark symbols on things like "Doughy Tax Advisors™," and the cutesy "more dough in your pocket" line all read like a product built by…” Show full quote
    “the "Doughy™" branding, the trademark symbols on things like "Doughy Tax Advisors™," and the cutesy "more dough in your pocket" line all read like a product built by marketers first and tax people second.”
    Tax Advisor, Accounting · 1-10 employeessimulated
    “The tone isn't really written for me; it's written for someone who's never had a tax strategy conversation before and is impressed by "$42K found" and a live-scanning…” Show full quote
    “The tone isn't really written for me; it's written for someone who's never had a tax strategy conversation before and is impressed by "$42K found" and a live-scanning animation.”
    Financial Manager, Finance · 1-10 employeessimulated
    “The branding ("Doughy," "more dough in your pocket") and the funnel mechanics (60-second quiz, live scanning animation, $397/$597 tiers) scream performance-marketing playbook”
    Controller, Accounting · 11-50 employeessimulated
    “Small, young marketing-driven outfit — feels like a lean growth-marketing/fintech startup riding the AI wave, not an established tax firm. The cutesy branding ("Doughy," "Doughy Tax Finder™," "more…” Show full quote
    “Small, young marketing-driven outfit — feels like a lean growth-marketing/fintech startup riding the AI wave, not an established tax firm. The cutesy branding ("Doughy," "Doughy Tax Finder™," "more dough in your pocket") and the funnel structure (free calculator → $397/$597 upsell) reads like a DTC lead-gen shop”
    Tax Advisor, Professional Services · 51-200 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.

Business OwnerAccounting · 11-50 employeesUS
Financial ManagerProfessional Services · 51-200 employeesUS
ControllerSmall Business · 1-10 employeesUS
Tax AdvisorFinance · 11-50 employeesUS
CPAAccounting · 51-200 employeesUS
Business OwnerProfessional Services · 1-10 employeesUS
Financial ManagerSmall Business · 11-50 employeesUS
ControllerFinance · 51-200 employeesUS
Tax AdvisorAccounting · 1-10 employeesUS
CPAProfessional Services · 11-50 employeesUS
Business OwnerSmall Business · 51-200 employeesUS
Financial ManagerFinance · 1-10 employeesUS
ControllerAccounting · 11-50 employeesUS
Tax AdvisorProfessional Services · 51-200 employeesUS
CPASmall Business · 1-10 employeesUS
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, 1 without hesitation, 14 with reservations
  • Relevance: 15 of 15, 14 without hesitation, 1 with reservations
  • Value: 9 of 15, all with reservations
  • Differentiation: 5 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 "Are You Overpaying / The Doughy Solution" table with specifics per row.
  2. 2.Add names, professions and income ranges beside the $42K and testimonial savings figures.
  3. 3.Add a line above the pricing cards stating the calculator leads to a paid review.

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 9 Nov 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.

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