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Simulated audiences aren’t a leap of faith. They’re a leap of skill. The research is public.

Stanford HAI

Generative agents replicated real survey answers with 85% accuracy. Read the research ↗

Harvard Business School

Synthetic consumers produce realistic, accurate preferences. Read the research ↗

Bain & Company

Synthetic customers as a serious research instrument. Read the research ↗

Gallup

A formal research program on synthetic responses. Read the research ↗

See how much each company scored

71

71/100 · 50 audience members · desktop

Scanned: hubspot.com
Compared against: Zoho, Attio

Summary

The page wins people through a zero-risk free signup, a polished look and a “one platform” story that appeals to owners juggling separate tools. Even the won-over group clicked largely on impulse, and the same gap pushed others just below the bar: the page never says what the free plan includes, where paid starts, or how fast contacts and Gmail can be connected without becoming the CRM admin.

Top reasons it lost people

  • 32% Unclear free-plan scope and setup effort
  • 19% Stack-replacement cost and attribution depth
  • 17% Data model, sync reliability and agent controls

How each audience type reacted

  • 3/5 Agency owners scaling client delivery convinced
  • 7/13 Spreadsheet-escaping SMB founders convinced

Six more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Casey · 39
Spreadsheet-Escaping SMB Founder

91%
likely to act

Would act

“The “all on one platform” idea does speak to me, because with seven people I can’t run a separate tool for marketing, one for sales and one for support.”

Look, the page is clean, and the free button is right there and I’m impulsive, so I’d probably click it. But nothing on this page says what free actually covers or where it stops, and that’s the exact $20-a-month trap I worry about…

Knew HubSpotUnclear free-plan scope & setup effort

Ashton · 41
Accidental CRM Admin (RevOps Lead)

0%
likely to act

Held back

“The “2,000+ integrations” line makes me wince more than it reassures me, because a count says nothing about which ones sync both ways.”

Maybe ten seconds of scrolling and I’d mostly decided: not signing up today. The problem I actually have is keeping a custom sales process modeled without records doubling up or syncs dying quietly, and nothing I scrolled past speaks to that…

First time at HubSpotData model, sync reliability & agent controls

First fix

Add one line under the hero’s free button: what the free CRM includes, no card needed, and that importing a sheet and connecting your inbox takes about 10 minutes. Link it to a plain free-versus-paid comparison.

77

77/100 · 50 audience members · desktop

Scanned: latticesemi.com
Compared against: Altera, Microchip, Efinix

Summary

The product row persuades: real silicon and a real eval board instead of stock-photo fluff. Those who fell short say the homepage answers none of their gating questions: no static power, package or distributor-stock numbers, no automotive qualification, no roadmap.

Top reasons it lost people

  • 34% Relevance and clarity of who it is for
  • 26% Missing hard specs and availability
  • 16% Trust and toolchain confidence

How each audience type reacted

  • 7/9 Server platform engineers implementing secure board management convinced
  • 7/11 Edge AI vision engineers prototyping with sensAI and mVision convinced

Eight more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Harper · 31
Server Platform Engineer Implementing Secure Board Management

91%
likely to act

Would act

“This time I’m leaning in, because the hero is about deterministic secure server management for AI infrastructure, which is the problem I’m trying to solve.”

Normally I’d skim a vendor homepage for about ten seconds, hunt for the BMC/OpenBMC story, and bounce if it’s all marketing fluff. What I’m hoping to get from clicking through is a real answer on how Sentry handles NIST SP 800-193…

Knew LatticeRelevance & clarity of who it’s for

Sam · 28
Industrial Embedded Developer Optimizing Power and BOM

42%
likely to act

Held back

“I came here for a BOM and board-area answer and I’m getting brand voice.”

This reminded me of every semiconductor vendor homepage where marketing wrote the top half and then forgot engineers actually show up. The product cards give me family names and “up to 200k logic cells” and not much else: no static power, no package sizes, no price…

First time at LatticeMissing hard specs & availability

First fix

Add a one-line spec strip under each product card: typical static power, smallest package, a check-stock link, a longevity-program link, and whether the tools are free for that family.

56

56/100 · 50 audience members · desktop

Scanned: agcocorp.com
Compared against: CNH, Kubota, Claas

Summary

The brand logo strip is the strongest asset and most converts clicked out of curiosity, not conviction. The hero is mission copy with no practical answer: farmers wanted a nearby dealer with parts on the shelf, large operators wanted mixed-fleet compatibility, and investors and graduates could not find their path at all.

Top reasons it lost people

  • 40% No dealer, parts or service path up front
  • 25% Mission copy with no proof or specifics
  • 16% Secondary audiences cannot find their path

How each audience type reacted

  • 4/7 Engineering graduates pursuing an ag-tech career convinced
  • 3/8 Next-gen farmers adopting precision ag retrofits convinced

Six more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Zion · 18
Engineering Graduate Pursuing an Ag-Tech Career

86%
likely to act

Would act

“The sunset wheat fields with turbines and the farmer-with-a-tablet silhouette feel like a company that’s actually into tech and the land.”

Right now I’m job-hunting, and a page like this gets a quick scan to see if it’s worth a deeper look. This one earns a bit more than that. That’s the “work that matters” feeling I want from a first engineering job…

First time at AGCOSecondary audiences can’t find their path

Avery · 49
Family Row-Crop Owner-Operator Planning a Fleet Upgrade

34%
likely to act

Held back

“It’s a brand brochure and I can’t tell yet whether anyone near me can fix my machine in May.”

Compared to the Deere and Case IH sites I’ve dug through, where I can find a dealer and a parts lookup in two clicks, this one is just a pretty farm sunset with a paragraph about “pain points”…

First time at AGCONo dealer, parts or service path

First fix

Add a find-a-dealer ZIP-code box in the hero next to the brands button, with one line on parts availability and service response time.

87

87/100 · 50 audience members · desktop

Scanned: iseeme.com/en-us
Compared against: Wonderwraps, Hooray Heroes, Wonderbly, StoryCrest

Summary

The emotional hook works: the Nutcracker hero with names cycling on the cover shows the concept in seconds, and 4.7 stars across nearly 2,000 reviews gives first-time visitors enough comfort to explore. The holdouts, mostly detail-reading grandparents and budget shoppers, could not tell whether the character can look like their child, found no order-by date for Christmas, and were confused by two competing discounts.

Top reasons it lost people

  • 34% Unclear personalization depth
  • 30% Pricing and discount confusion
  • 24% Delivery timing

How each audience type reacted

  • 6/6 Deadline-driven occasion gift shoppers convinced
  • 5/6 Aunts seeking a standout niece gift convinced

Seven more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Kai · 28
Deadline-Driven Occasion Gift Shopper

98%
likely to act

Would act

“I’m an impulsive buyer, so I’ll click through to find out, and the 4.7 stars across nearly 2,000 reviews gives me enough comfort to do that.”

Look, I came in needing a gift in about nine days, and this page got me to the button fast. The personalization is obvious from the hero, since the name changes right on the cover, and the early-bird discount code is right at the top. What I can’t tell is whether it’ll arrive in time…

First time at I See MeDelivery timing

Riley · 51
Grandparent Christmas Keepsake Giver

42%
likely to act

Held back

“The Nutcracker book with the name changing on the cover is sweet, but a cover isn’t what I’m paying for.”

The popup asking if I wanted 20% off right after the banner already promised 25% threw me. Which discount is real, and do they stack? I’m a retired teacher, so I read everything, and that kind of mixed message makes me wonder what else is fuzzy…

First time at I See MeUnclear personalization depth

First fix

Add a “see inside and pick their look” strip under the hero showing the same spread with different hair, skin tone and glasses combinations, plus a line like “Preview every page before you pay.”

48

48/100 · 50 audience members · desktop

Scanned: europe.xpo.com/en
Compared against: Old Dominion, ArcBest

Summary

The largest-broker claims and the sticky red quote button won over a few urgent spot-load planners. Everyone else fell short because nothing explains what “Get a quote” leads to: a two-minute price or a sales call. Carriers and last-mile retailers found almost nothing aimed at them.

Top reasons it lost people

  • 30% Unclear quote path and next step
  • 26% Carriers and last-mile buyers not served
  • 18% No case studies or named clients

How each audience type reacted

  • 6/7 Logistics planners needing urgent spot truck capacity convinced
  • 2/13 Transport procurement managers running annual tenders convinced

Six more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Campbell · 29
Logistics Planner Needing Urgent Spot Truck Capacity

97%
likely to act

Would act

“There’s a quote button in the nav and in the hero, so I’d click it, since I’d rather see the form myself than guess.”

“End-to-end,” “innovative and sustainable,” “2, 3 and 4PL models,” “tailored solutions”: it’s a wall of buzzwords, and none of it tells me whether someone can put a truck at my dock at 7am tomorrow…

Knew XPOUnclear quote path and next step

Taylor · 44
Transport Procurement Manager Running Annual Road Freight Tenders

4%
likely to act

Held back

“It’s a brochure that tells me they’re big, and I can’t bring “big” into a budget meeting.”

The moment I nearly bounced was the big black metric block: “#1 in France and Spain” with no number behind it, no volumes, no on-time rate, nothing I could take to my boss…

First time at XPOBare rankings without operational proof

First fix

Add a strip under the hero buttons stating quote turnaround, a direct dispatch phone number, “one-off loads welcome, no contract needed”, and a link to tracking and claims.

86

86/100 · 50 audience members · desktop

Scanned: sonos.com/en/home
Compared against: Bose, Harman

Summary

The art-directed lifestyle imagery does real persuasive work, and “start with one room, add more later” landed broadly. Those who held back came with a concrete question and found only mood: soundbar shoppers wanted HDMI eARC and remote answers, value seekers wanted an entry price, owners wanted legacy compatibility.

Top reasons it lost people

  • 33% No TV or soundbar setup answer
  • 26% Pricing and value
  • 16% Existing-system compatibility and app reliability

How each audience type reacted

  • 4/5 Weekend hosts building an entertaining space convinced
  • 6/8 Existing Sonos owners expanding the system convinced

Six more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Casey · 43
New TV Home Theater Upgrader

91%
likely to act

Would act

“The quiet kitchen shots and the poolside table made me want a nicer living room, and that pull is why I’d click through.”

Look, the page looks great. But I read every word, and nothing here answers what’s actually holding me back. Will Arc Ultra or Beam plug into my TV’s eARC port and just work with my existing remote, no lip-sync drift?…

Knew SonosNo TV / soundbar setup answer

Morgan · 48
New TV Home Theater Upgrader

10%
likely to act

Held back

“No TV compatibility info anywhere in that scroll.”

Nothing on HDMI eARC, nothing on whether my existing remote will control the volume, and no word on whether Atmos works with just the bar or needs the Sub and rear speakers. That’s the only thing I came to find out…

Knew SonosNo TV / soundbar setup answer

First fix

Add a “find the right soundbar for your TV” strip under the hero: HDMI eARC setup, existing-remote control, and starting with just the bar and adding the Sub later.

83

83/100 · 50 audience members · desktop

Scanned: underarmour.com/en-us
Compared against: Puma, ASICS

Summary

Leading with fleece fits what visitors came for, and the no-code sale plus free shipping and returns make the click feel risk-free. Those who held back stalled on the sale banner: “select styles” never says what is included, no prices appear, and the discount seems to change.

Top reasons it lost people

  • 32% Sale and pricing clarity
  • 26% Missing fabric and fit information
  • 15% Shipping, returns and kids’ sizing

How each audience type reacted

  • 5/6 Amateur soccer players and club fans convinced
  • 8/13 Fall athleisure comfort shoppers convinced

Six more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Casey · 32
Fall Athleisure Comfort Shopper

94%
likely to act

Would act

“But nothing on the page tells me whether it’s thick or thin, or whether it pills after a few washes.”

Look, the opening shot of that guy in the teal hoodie with the backpack straps made me want to click, because it looks like real fall: green leaves, brick, cozy layers. As a marketing coordinator I notice when a brand sells a mood instead of a spec sheet…

Knew Under ArmourMissing fabric & fit information

Cameron · 44
Parent Outfitting Kids for Fall Sports

38%
likely to act

Held back

“Show me kids’ sizing by age and foot length, plus how long standard shipping takes and how long returns have to be mailed back, and I’ll click through.”

I didn’t expect the top of the page to feel so much like a mood film. Lots of shots of guys in hoodies and a close-up of someone’s sock, but nothing about what a fleece costs, or whether the kids’ stuff is even part of the sale…

Knew Under ArmourShipping, returns & kids’ sizing

First fix

Rewrite the sale bar to name what is included, link it to a pre-filtered sale page with crossed-out prices, and show one consistent discount and shipping threshold.

72

72/100 · 50 audience members · desktop

Scanned: celsius.com
Compared against: Cellucor, Ghost

Summary

The seasonal flavor hero and the four product tabs do the persuading, winning flavor-chasers and trainers curious about Essentials. Those who held back hit the same wall: no caffeine per can, no sweetener named, and a big “clinically proven” headline with nothing behind it.

Top reasons it lost people

  • 38% Missing product facts: caffeine, sweetener, line differences
  • 22% Unexplained “clinically proven” claim
  • 18% Pricing and buying options

How each audience type reacted

  • 5/5 Limited-edition flavor collectors convinced
  • 6/9 Strength training pre-workout seekers convinced

Six more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Logan · 18
Strength Training Pre-Workout Seeker

86%
likely to act

Would act

“The four tabs made it easy to scan and find the Essentials line, which is the one I care about.”

Worth a click. I’m 18 and training clients, so a drink that says it’s built for workouts and comes in sparkling, Essentials, On-the-Go and Hydration lines is exactly what I’d look at to see if it can replace or trim my pre-workout stack…

First time at CelsiusUnexplained “clinically proven” claim

Charlie · 36
Coffee-Swap Young Professional

9%
likely to act

Held back

“The hero is a flavor launch, the “clinically proven” line floats with no study, no caffeine number and no fine print.”

Assuming the claims are real, and a can really does replace one of my two daily coffees without the crash, I’d click through. But nothing I saw says that. I never saw how a can stacks up against a cup of coffee…

Knew CelsiusMissing product facts

First fix

Add a one-line spec strip under each product: caffeine per can, a comparison to a cup of coffee, the sweetener, sugar and calories, and a best-time-to-drink note.

74

74/100 · 50 audience members · desktop

Scanned: duolingo.com
Compared against: Babbel, Preply

Summary

The playful hero and the free-to-start feel do real work; several converts admitted the owl and the price closed the deal, not the content. Those who held back hit a wall of vibes with no concrete answers: lesson length, what a missed day does to a streak, what is free versus Super, and whether there is real speaking practice.

Top reasons it lost people

  • 34% Missing concrete how-it-works facts
  • 24% No path for specific goals
  • 22% Free versus paid and trial terms unclear

How each audience type reacted

  • 9/12 Upcoming-trip travelers learning survival phrases convinced
  • 6/9 High school or college students supplementing a language class convinced

Seven more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Skylar · 34
Upcoming-Trip Traveler Learning Survival Phrases

99%
likely to act

Would act

“The language row at the bottom is right there and signing up looks painless, so I’ll probably just start and find out.”

Between 12-hour shifts, I basically have the bandwidth for a phone app I can poke at on a break, and this looks like exactly that: quick lessons, no scheduling, no class to show up to. I’ve got about six weeks before my trip…

Knew DuolingoFree vs. paid and trial terms

Morgan · 39
Daily Self-Improvement Habit Builder

21%
likely to act

Held back

“Nowhere on this page does it say what a streak is, what happens when I miss a day, or which streak protections are free.”

I also saw no lesson length, no leagues explainer, and no free-vs-Super breakdown. Just cute cartoons and a big green button. I almost bounced around the motivation section, because the copy is all about reminders from the owl…

Knew DuolingoMissing concrete how-it-works facts

First fix

Add a three-line how-it-works strip under the hero: how long a lesson takes, what a missed day does to a streak, and a one-line explainer of points and leagues.

74

74/100 · 50 audience members · desktop

Scanned: rivian.com
Compared against: Lucid, Polestar, XPeng

Summary

Premium visuals, a visible R2 starting price and Tesla Supercharger access won over budget-minded R2 shoppers and tech-curious buyers. Parents comparing against a Volvo XC90 found no third-row, cargo or car-seat facts, and Tesla switchers got one Supercharger caption with no detail.

Top reasons it lost people

  • 27% Family fit and safety proof
  • 23% R2 cost and reservation terms
  • 17% Charging and driver-assist details

How each audience type reacted

  • 6/7 Tech-forward early adopters seeking a software-defined vehicle convinced
  • 8/11 First-time premium EV buyers reserving the R2 convinced

Seven more audience types were generated for this page. They are in the full report and not shown here.

What the audience said

Two of 50 simulated audience members. Names and portraits are illustrative.

Hayden · 28
First-Time Premium EV Buyer Reserving the R2

98%
likely to act

Would act

“Clicking “Design yours” is a yes for me, mostly because I want to see what an R2 actually costs once I’ve added options.”

The hero does a good job selling the feeling, and the R2 starting price is on the page. But the “reserve now for a limited-time Launch Package” line made me suspicious, since it tells me nothing about delivery timing or whether the deposit is refundable…

Knew RivianR2 cost & reservation terms

Morgan · 51
Outdoor Family Parent Upgrading to a 3-Row Electric SUV

2%
likely to act

Held back

“Nowhere on the page did I see a third-row seating number, a cargo volume, or anything about car-seat anchors.”

That’s the whole reason I came back. I almost bounced at the safety badge too, because it’s just a logo and one line. It doesn’t say what the IIHS test covers, and it says nothing about how the R1S compares with my XC90…

Knew RivianFamily fit & safety proof

First fix

Add a family-fit block under the R1S: seat count, third-row legroom, cargo volume, LATCH positions, and a plain-language line on what the safety award tested.

What the simulated audiences said

Real audience feedback in minutes

Every persona has a story, motive and intent, See real quotes from the persona.

Casey, Fall Athleisure Comfort Shopper

Feedback for Under Armour

Casey · 32

Fall Athleisure Comfort Shopper

94% likely to act

Would act

“But nothing on the page tells me whether it’s thick or thin, or whether it pills after a few washes.”

Look, the opening shot of that guy in the teal hoodie with the backpack straps made me want to click, because it looks like real fall: green leaves, brick, cozy layers. As a marketing coordinator I notice when a brand sells a mood instead of a spec sheet…

Knew Under ArmourMissing fabric & fit information

Sam, Industrial Embedded Developer Optimizing Power and BOM

Feedback for Lattice Semiconductor

Sam · 28

Industrial Embedded Developer Optimizing Power and BOM

42% likely to act

Held back

“I came here for a BOM and board-area answer and I’m getting brand voice.”

This reminded me of every semiconductor vendor homepage where marketing wrote the top half and then forgot engineers actually show up. The product cards give me family names and “up to 200k logic cells” and not much else: no static power, no package sizes, no price…

First time at LatticeMissing hard specs & availability

Hayden, First-Time Premium EV Buyer Reserving the R2

Feedback for Rivian

Hayden · 28

First-Time Premium EV Buyer Reserving the R2

98% likely to act

Would act

“Clicking “Design yours” is a yes for me, mostly because I want to see what an R2 actually costs once I’ve added options.”

The hero does a good job selling the feeling, and the R2 starting price is on the page. But the “reserve now for a limited-time Launch Package” line made me suspicious, since it tells me nothing about delivery timing or whether the deposit is refundable…

Knew RivianR2 cost & reservation terms

Morgan, Daily Self-Improvement Habit Builder

Feedback for Duolingo

Morgan · 39

Daily Self-Improvement Habit Builder

21% likely to act

Held back

“Nowhere on this page does it say what a streak is, what happens when I miss a day, or which streak protections are free.”

I also saw no lesson length, no leagues explainer, and no free-vs-Super breakdown. Just cute cartoons and a big green button. I almost bounced around the motivation section, because the copy is all about reminders from the owl…

Knew DuolingoMissing concrete how-it-works facts

Casey, New TV Home Theater Upgrader

Feedback for Sonos

Casey · 43

New TV Home Theater Upgrader

91% likely to act

Would act

“The quiet kitchen shots and the poolside table made me want a nicer living room, and that pull is why I’d click through.”

Look, the page looks great. But I read every word, and nothing here answers what’s actually holding me back. Will Arc Ultra or Beam plug into my TV’s eARC port and just work with my existing remote, no lip-sync drift?…

Knew SonosNo TV / soundbar setup answer

Charlie, Coffee-Swap Young Professional

Feedback for Celsius Holdings

Charlie · 36

Coffee-Swap Young Professional

9% likely to act

Held back

“The hero is a flavor launch, the “clinically proven” line floats with no study, no caffeine number and no fine print.”

Assuming the claims are real, and a can really does replace one of my two daily coffees without the crash, I’d click through. But nothing I saw says that. I never saw how a can stacks up against a cup of coffee…

Knew CelsiusMissing product facts

Zion, Engineering Graduate Pursuing an Ag-Tech Career

Feedback for AGCO

Zion · 18

Engineering Graduate Pursuing an Ag-Tech Career

86% likely to act

Would act

“The sunset wheat fields with turbines and the farmer-with-a-tablet silhouette feel like a company that’s actually into tech and the land.”

Right now I’m job-hunting, and a page like this gets a quick scan to see if it’s worth a deeper look. This one earns a bit more than that. That’s the “work that matters” feeling I want from a first engineering job…

First time at AGCOSecondary audiences can’t find their path

Taylor, Transport Procurement Manager Running Annual Road Freight Tenders

Feedback for XPO

Taylor · 44

Transport Procurement Manager Running Annual Road Freight Tenders

4% likely to act

Held back

“It’s a brochure that tells me they’re big, and I can’t bring “big” into a budget meeting.”

The moment I nearly bounced was the big black metric block: “#1 in France and Spain” with no number behind it, no volumes, no on-time rate, nothing I could take to my boss…

First time at XPOBare rankings without operational proof

Casey, Spreadsheet-Escaping SMB Founder

Feedback for HubSpot

Casey · 39

Spreadsheet-Escaping SMB Founder

91% likely to act

Would act

“The “all on one platform” idea does speak to me, because with seven people I can’t run a separate tool for marketing, one for sales and one for support.”

Look, the page is clean, and the free button is right there and I’m impulsive, so I’d probably click it. But nothing on this page says what free actually covers or where it stops, and that’s the exact $20-a-month trap I worry about…

Knew HubSpotUnclear free-plan scope & setup effort

Riley, Grandparent Christmas Keepsake Giver

Feedback for I See Me

Riley · 51

Grandparent Christmas Keepsake Giver

42% likely to act

Held back

“The Nutcracker book with the name changing on the cover is sweet, but a cover isn’t what I’m paying for.”

The popup asking if I wanted 20% off right after the banner already promised 25% threw me. Which discount is real, and do they stack? I’m a retired teacher, so I read everything, and that kind of mixed message makes me wonder what else is fuzzy…

First time at I See MeUnclear personalization depth

Cameron, Parent Outfitting Kids for Fall Sports

Feedback for Under Armour

Cameron · 44

Parent Outfitting Kids for Fall Sports

38% likely to act

Held back

“Show me kids’ sizing by age and foot length, plus how long standard shipping takes and how long returns have to be mailed back, and I’ll click through.”

I didn’t expect the top of the page to feel so much like a mood film. Lots of shots of guys in hoodies and a close-up of someone’s sock, but nothing about what a fleece costs, or whether the kids’ stuff is even part of the sale…

Knew Under ArmourShipping, returns & kids’ sizing

Harper, Server Platform Engineer Implementing Secure Board Management

Feedback for Lattice Semiconductor

Harper · 31

Server Platform Engineer Implementing Secure Board Management

91% likely to act

Would act

“This time I’m leaning in, because the hero is about deterministic secure server management for AI infrastructure, which is the problem I’m trying to solve.”

Normally I’d skim a vendor homepage for about ten seconds, hunt for the BMC/OpenBMC story, and bounce if it’s all marketing fluff. What I’m hoping to get from clicking through is a real answer on how Sentry handles NIST SP 800-193…

Knew LatticeRelevance & clarity of who it’s for

Morgan, Outdoor Family Parent Upgrading to a 3-Row Electric SUV

Feedback for Rivian

Morgan · 51

Outdoor Family Parent Upgrading to a 3-Row Electric SUV

2% likely to act

Held back

“Nowhere on the page did I see a third-row seating number, a cargo volume, or anything about car-seat anchors.”

That’s the whole reason I came back. I almost bounced at the safety badge too, because it’s just a logo and one line. It doesn’t say what the IIHS test covers, and it says nothing about how the R1S compares with my XC90…

Knew RivianFamily fit & safety proof

Skylar, Upcoming-Trip Traveler Learning Survival Phrases

Feedback for Duolingo

Skylar · 34

Upcoming-Trip Traveler Learning Survival Phrases

99% likely to act

Would act

“The language row at the bottom is right there and signing up looks painless, so I’ll probably just start and find out.”

Between 12-hour shifts, I basically have the bandwidth for a phone app I can poke at on a break, and this looks like exactly that: quick lessons, no scheduling, no class to show up to. I’ve got about six weeks before my trip…

Knew DuolingoFree vs. paid and trial terms

Morgan, New TV Home Theater Upgrader

Feedback for Sonos

Morgan · 48

New TV Home Theater Upgrader

10% likely to act

Held back

“No TV compatibility info anywhere in that scroll.”

Nothing on HDMI eARC, nothing on whether my existing remote will control the volume, and no word on whether Atmos works with just the bar or needs the Sub and rear speakers. That’s the only thing I came to find out…

Knew SonosNo TV / soundbar setup answer

Logan, Strength Training Pre-Workout Seeker

Feedback for Celsius Holdings

Logan · 18

Strength Training Pre-Workout Seeker

86% likely to act

Would act

“The four tabs made it easy to scan and find the Essentials line, which is the one I care about.”

Worth a click. I’m 18 and training clients, so a drink that says it’s built for workouts and comes in sparkling, Essentials, On-the-Go and Hydration lines is exactly what I’d look at to see if it can replace or trim my pre-workout stack…

First time at CelsiusUnexplained “clinically proven” claim

Avery, Family Row-Crop Owner-Operator Planning a Fleet Upgrade

Feedback for AGCO

Avery · 49

Family Row-Crop Owner-Operator Planning a Fleet Upgrade

34% likely to act

Held back

“It’s a brand brochure and I can’t tell yet whether anyone near me can fix my machine in May.”

Compared to the Deere and Case IH sites I’ve dug through, where I can find a dealer and a parts lookup in two clicks, this one is just a pretty farm sunset with a paragraph about “pain points”…

First time at AGCONo dealer, parts or service path

Campbell, Logistics Planner Needing Urgent Spot Truck Capacity

Feedback for XPO

Campbell · 29

Logistics Planner Needing Urgent Spot Truck Capacity

97% likely to act

Would act

“There’s a quote button in the nav and in the hero, so I’d click it, since I’d rather see the form myself than guess.”

“End-to-end,” “innovative and sustainable,” “2, 3 and 4PL models,” “tailored solutions”: it’s a wall of buzzwords, and none of it tells me whether someone can put a truck at my dock at 7am tomorrow…

Knew XPOUnclear quote path and next step

Ashton, Accidental CRM Admin (RevOps Lead)

Feedback for HubSpot

Ashton · 41

Accidental CRM Admin (RevOps Lead)

0% likely to act

Held back

“The “2,000+ integrations” line makes me wince more than it reassures me, because a count says nothing about which ones sync both ways.”

Maybe ten seconds of scrolling and I’d mostly decided: not signing up today. The problem I actually have is keeping a custom sales process modeled without records doubling up or syncs dying quietly, and nothing I scrolled past speaks to that…

First time at HubSpotData model, sync reliability & agent controls

Kai, Deadline-Driven Occasion Gift Shopper

Feedback for I See Me

Kai · 28

Deadline-Driven Occasion Gift Shopper

98% likely to act

Would act

“I’m an impulsive buyer, so I’ll click through to find out, and the 4.7 stars across nearly 2,000 reviews gives me enough comfort to do that.”

Look, I came in needing a gift in about nine days, and this page got me to the button fast. The personalization is obvious from the hero, since the name changes right on the cover, and the early-bird discount code is right at the top. What I can’t tell is whether it’ll arrive in time…

First time at I See MeDelivery timing

Five of twenty · changes every 10 seconds · hover to pause

Sample report

This is how actionable insight report looks like

We simulate thousands of realistic buyer archetypes to audit your page, competitor positioning, and friction points in minutes. So you can see:

  1. Top reasons people are not converting
  2. Exactly what the audience said (and chat with them)
  3. How you compare to competitors and market
  4. What to change first in your website with suggested wireframe

Our Methodology

From Guesswork to Conviction

Step 1

Research

We analyze your landing page and the market you’re in.

We analyze:

  • Your landing page.
  • The market you’re in. We ask you for 2 to 5 direct competitors, because you know your market best, and we do our own research on top.

We compile thousands of data points: company size, maturity, marketing strategy, forums, reviews, products, pricing, and more.

Step 2

Synthetic Audience Generation

We build 5 to 10 target segments made of synthetic personas, each modeled on your market.

We construct 5 to 10 distinct target segments (archetypes) based on your market. Each segment is made of synthetic personas modeled with varied:

  • Buying urgency and initial intent.
  • Budget constraints and price sensitivity.
  • Cognitive biases, skepticism, and specific drop-off blockers.

Step 3

Independent Behavioral Scans

Each persona scans your page like a human being: some skim, some read every detail, some leave.

Each persona scans your landing page like a human being. Some skim fast, some read every detail, some leave right away.

  • Rapid skimmers looking for immediate answers vs. detail-oriented evaluators reading the fine print.
  • Each persona completes an identical evaluation instrument across dozens of touchpoints.
  • Responses are aggregated across 100 to 10,000 runs to isolate statistical signal from noise.

Step 4

Actionable Intelligence Report

An execution-ready tear-down: who converts, who is lost, and exactly why.

You receive an execution-ready tear-down, not an abstract data dump or endless chat:

  • Conversion Breakdown: definite buyers, savable fence-sitters, and lost traffic.
  • The “Why”: the exact friction points that caused lost conversions, and the copy shifts needed to convert them.
  • Wireframe Fixes: direct, categorized recommendations for structure, copy, and above-the-fold clarity.

Step 5

Full Interactive Control

Everything in the report is live. Ask any persona, re-weight segments, test variants head to head.

Everything in the report is live. You can keep asking.

  • Live Chat: interrogate any persona or archetype directly to understand why they rejected an offer.
  • Variable Isolation and Recalculation: strip out specific decision factors to see what moves the needle. Tell the model to ignore compliance, pricing sensitivity, or brand maturity, and watch the scores adjust in real time.
  • Segment Weighting: re-weight audience segments based on your actual ideal customer profile (ICP).
  • Head-to-Head Testing: run forced-choice tests between two design variants or directly against your top competitor.

Comparison

The classic playbook, side by side.

Focus groups take weeks and capture only what people are willing to say. Ads “to learn” turn your media budget into the world’s most expensive survey. URA sits in the gap between guessing and knowing.

ApproachPricingTime to shipDesign impactMarketing impactPractical utilityCustomization
URA synthetic audiencesFraction of ad spendUnder 10 minutesWireframe-level design fixesFull conversion driver insightsActionable, prioritized checklistDynamic weighting and interactive chat
Traditional focus groups$5,000 to $25,000+3 to 6 weeksSlow, qualitative notesLimited sample sizeHigh friction to executeFixed screener criteria
Live A/B testingHigh ad spend cost2 to 4 weeks per testRequires live dev changesRisks brand reputation and ad burnOnly tells you what, not whyBound to current traffic mix
User testing platforms$1,000 to $3,000 per month3 to 7 daysGood for basic usability bugsSuperficial buyer feedbackMostly UX-focused, not sales-focusedManual reviewer screening

What next

Stop guessing. Start knowing.

Put your landing page in front of an audience that tells you the truth, before your budget meets the real one.

No credit card required · Results in minutes

Pricing

Built for the moment before the budget moves.

Credits are used when you run a full analysis, generate a report or build personas. Start free, upgrade when the reads start paying for themselves.

Free trial

$0 one time

500 credits, no renewal

  • Full analysis
  • Practical report
  • Layered personas
  • Limited live chat

Starter

$29 per month

1,000 credits per month

  • Everything in Free
  • Live chat with personas
  • Competition ranking

Agency

$249 per month

10,700 credits per month

  • Everything in Pro
  • Multiple brands
  • Team seats

FAQ

Questions, answered.

How is URA different from using a standard AI chat tool?

A standard AI chat acts as a single entity giving one generalized, average answer. URA is a simulation environment. It builds stable, layered psychological profiles grounded in behavioral science, deploys many calibrated personas against your live URL at once, and benchmarks their reactions against your assets and competitors. A true market simulation in minutes.

Can synthetic personas mimic the nuances of my exact customer?

Yes. Demographics like age or location only scratch the surface of why people buy. URA constructs layered psychological profiles, so the simulation reacts to hidden variables: prior beliefs, specific motivations and silent anxieties. You get feedback rooted in your buyer’s mindset, not a generic industry average.

How accurate are simulated reactions compared to live campaign data?

The science is public and independently validated. Stanford researchers showed generative agents replicate real survey responses with 85% accuracy, matching human consistency weeks later. Harvard Business School, Bain and Gallup all treat synthetic consumers as a serious research instrument.

Does URA replace human research and focus groups?

It changes when you use them. Focus groups cost thousands, take weeks and capture only what people are willing to say out loud. URA is built for the moment before your budget moves, so you validate the strategy first and invest in human testing when it counts.

What is inside the report?

Your overall Conversion Clarity Score, a precise breakdown of your top conversion blockers, your fit with specific buyer archetypes, prioritized quick wins and the unedited persona transcripts, so you can read the exact reasoning of your simulated buyers.

How long does a full page analysis take?

Minutes. Provide your live landing page URL and URA reads the page, maps your market and builds the audience in the background.

Do I need any technical setup?

No. There is nothing to install and nothing to integrate. You paste a URL.

How do tokens and pricing work?

Each plan includes a monthly token allowance. Tokens are used when you run a full analysis, generate a report or build personas. The free trial includes 500 non-renewing tokens so you can test the platform risk-free.