Clarity
Do they understand what you do?
Weak7 of 15
7 could name what kind of product this is, unprompted.
Saved report, kept for 60 days — expires in 59 days. Re-opening it is free.
01
Your verdict
Relevance
Fix firstCan they tell what it solves, and who it's for?
Fail0 of 150 could quickly tell what problem it solves and who it is for.
Value
Do they actually want it?
Fail1 of 151 would take a meeting to learn more.
Differentiation
Is there a reason to pick you over the alternatives?
Fail0 of 150 could name a reason to pick you over a similar option.
See what they thought you were
Your page describes: HCI research laboratory. They said:
- 4×Academic UX/HCI research labmatches
- 3×Academic UX research labwrong
- 1×Academic UX research lab / consultancywrong
- 1×Academic UX research lab / consultingwrong
- 1×Academic UX research lab / consulting projectswrong
- 1×Academic UX research lab / research consultancywrong
- 1×University UX research labwrong
3 couldn't name one; 8 named the wrong one; 4 got it right.
Four separate measures, not stages: all 15 personas answered all four questions. Each square is one persona.
Additional signalBrand alignment6 of 15WeakShow finding ▸
Five respondents said the intern blog and Lab Stories content is internal culture and recruiting material aimed at prospective students. The mix of dense academic summaries with casual intern diary posts was called misaligned with professional buyers. 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 humans02
Fix these firstFix 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.
Add a short problem statement before the project list describing what clients come with.
Why: The page jumps straight to project summaries without naming the problem a buyer already feels. State it plainly, such as teams shipping AI assistants with no reliable way to test whether the conversation actually works.
6 of 15 raised this
“I'd need a line near the top like 'we help product teams validate conversational AI UX before launch' plus a visible way to engage — a contact form,…” Show full quote
“I'd need a line near the top like 'we help product teams validate conversational AI UX before launch' plus a visible way to engage — a contact form, a rate card, or 'commission a study' button”
User Experience Specialist, Higher Education · 51-200 employeessimulated Moves RelevanceProblem before solutionExpand one LG project entry into a full case study with method and results.
Why: Named clients give trust but nothing behind them, so a buyer has to take the roster on faith. Build out one project with the question asked, the method used, and what the client did with it.
4 of 15 raised this
“The only semi-concrete signal is the client roster — LG전자 고객품질연구소 and 삼성전자 — which at least tells me this lab has done work with large Korean corporates”
Interaction Designer, Research and Development · 51-200 employeessimulated Moves DifferentiationProof next to the claimAdd a one-line statement under the SNU UX LAB title naming what the lab does for companies.
Why: The page opens with a name and a project list, so a reader cannot tell whether this is a research archive or a service they can hire. Write a line saying the lab evaluates and validates conversational AI user experience for companies.
6 of 15 raised this
“This isn't a product at all — it's a university research lab page. SNU UX LAB (Seoul National University) is an academic HCI/UX research group”
Graduate Research Assistant, Technology · 51-200 employeessimulated Moves ClarityLead with the use case
Keep these · 1
These landed. Keep the wording when you edit around it.
- Keep · Differentiation
Named client work for LG and Samsung is the one concrete asset respondents believed
“The one thing that would actually pull me toward shortlisting them is the named client list with specific project titles — "LG전자 고객품질연구소" on the ThinQ On voice…” Show full quote
“The one thing that would actually pull me toward shortlisting them is the named client list with specific project titles — "LG전자 고객품질연구소" on the ThinQ On voice agent work and "삼성전자 경험기획그룹" on the Clothing Care pilot.”
HCI Researcher, Higher Education · 51-200 employeessimulated
03
All recommendations
Relevance
Fail0 of 15Moves RelevanceName the audience
Add a line above 'Recent Project' naming who the lab works with.
Why: Nowhere does the page say who it is for, so a product or quality lead has to guess whether it applies to them. Name the roles and teams, such as conversational AI product and quality teams launching voice or chat assistants.
6 of 15 raised this
“I'd need a line near the top like 'we help product teams validate conversational AI UX before launch' plus a visible way to engage — a contact form,…” Show full quote
“I'd need a line near the top like 'we help product teams validate conversational AI UX before launch' plus a visible way to engage — a contact form, a rate card, or 'commission a study' button”
Moves RelevanceOne clear next action
Add a contact or project inquiry link in the header and after the project list.
Why: There is no visible way to start a conversation, so an interested reader has nowhere to go. Add one inquiry link with a clear label about commissioning a project.
6 of 15 raised this
“I'd need a line near the top like 'we help product teams validate conversational AI UX before launch' plus a visible way to engage — a contact form,…” Show full quote
“I'd need a line near the top like 'we help product teams validate conversational AI UX before launch' plus a visible way to engage — a contact form, a rate card, or 'commission a study' button”
Differentiation
Fail0 of 15Moves DifferentiationGive a reason to choose you
Add a line stating what the lab's evaluation methods do that standard usability testing does not.
Why: Nothing on the page says why this lab rather than an agency or an in-house team. Name the specific edge, such as validated evaluation criteria for voice and chat agents built from repeated enterprise studies.
4 of 15 raised this
“The only semi-concrete signal is the client roster — LG전자 고객품질연구소 and 삼성전자 — which at least tells me this lab has done work with large Korean corporates”
Moves DifferentiationProof next to the claim
Add a client logo or name strip near the top listing LG전자 and 삼성전자.
Why: The enterprise client names are buried inside project metadata where a scanning reader misses them. Pull the names up so the track record is visible before any body copy.
4 of 15 raised this
“The only semi-concrete signal is the client roster — LG전자 고객품질연구소 and 삼성전자 — which at least tells me this lab has done work with large Korean corporates”
Value
Fail1 of 15Moves ValueTie the feature to the outcome
Add an outcome line to each project entry stating what the client received.
Why: The LG and Samsung entries describe background context but never say what was delivered or what changed. Add one line per project naming the deliverable, such as an evaluation framework, test protocol, or benchmark scores.
6 of 15 raised this
“there's no pricing, engagement model, timeline, or methodology detail on the page, so I can't tell what it would cost my team in time or budget, or how…” Show full quote
“there's no pricing, engagement model, timeline, or methodology detail on the page, so I can't tell what it would cost my team in time or budget, or how an engagement would actually run.”
Moves ValueAnswer the live objection
Add a short section describing how an evaluation project runs and how long it takes.
Why: A buyer cannot tell what working with the lab involves, what methods are used, or how long it takes. Describe the steps of a typical evaluation and a typical timeframe.
6 of 15 raised this
“there's no pricing, engagement model, timeline, or methodology detail on the page, so I can't tell what it would cost my team in time or budget, or how…” Show full quote
“there's no pricing, engagement model, timeline, or methodology detail on the page, so I can't tell what it would cost my team in time or budget, or how an engagement would actually run.”
Moves ValueConclusion first
Rewrite project summaries to lead with the finding, not the market background.
Why: Each summary opens with industry context about LG's AI initiative before reaching anything the lab did. Put the result or method first and the background after.
6 of 15 raised this
“there's no pricing, engagement model, timeline, or methodology detail on the page, so I can't tell what it would cost my team in time or budget, or how…” Show full quote
“there's no pricing, engagement model, timeline, or methodology detail on the page, so I can't tell what it would cost my team in time or budget, or how an engagement would actually run.”
Clarity
Weak7 of 15- Shown aboveAdd a one-line statement under the SNU UX LAB title naming what the lab does for companies.
Moves ClarityConcrete over abstract
Replace '[종료]' tags on project titles with the year and the client outcome.
Why: Every project is stamped closed, making the work read as finished case files rather than capabilities available now. Show the delivery year and what the client got instead of a closed marker.
6 of 15 raised this
“This isn't a product at all — it's a university research lab page. SNU UX LAB (Seoul National University) is an academic HCI/UX research group”
Moves ClarityFront-load the meaning
Rewrite the 'Recent Project' heading to state the kind of work shown.
Why: 'Recent Project' tells a scanner nothing about what kind of work the lab does. Change it to name the work, such as voice and chat UX evaluation projects for enterprise clients.
6 of 15 raised this
“This isn't a product at all — it's a university research lab page. SNU UX LAB (Seoul National University) is an academic HCI/UX research group”
Brand alignment
Weak6 of 15Moves Brand alignmentName the audience
Move the Lab Stories intern posts to a separate careers or lab life page.
Why: Intern diary posts about dinner and bookshelves sit directly under enterprise project work, making the site read as recruiting material. Keep the homepage on client work and link to the stories from a recruiting page.
5 of 15 raised this
“half the page is intern blog diary entries about packing for a conference or chopping clams, which is charming for students browsing the lab but tells me nothing…” Show full quote
“half the page is intern blog diary entries about packing for a conference or chopping clams, which is charming for students browsing the lab but tells me nothing about engagement model, cost, or methodology.”
Moves Brand alignmentHeadings stand alone
Rename 'Lab Stories' to label it as student and recruiting content.
Why: The heading gives no clue that what follows is internal culture writing, so a corporate reader reads it as the lab's professional voice. Label it clearly as life in the lab for prospective students.
5 of 15 raised this
“half the page is intern blog diary entries about packing for a conference or chopping clams, which is charming for students browsing the lab but tells me nothing…” Show full quote
“half the page is intern blog diary entries about packing for a conference or chopping clams, which is charming for students browsing the lab but tells me nothing about engagement model, cost, or methodology.”
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 does not read as a commercial offering at all, so no amount of message tuning will help until it is reframed as a service.
Six respondents read the site as an academic archive or project portfolio rather than a product or vendor offering, with project titles functioning as internal research reports carrying no value proposition.
- high
Buyers are being asked to do the selling work themselves, and most will simply leave instead.
Six respondents had to reverse-engineer audience, buyer problem, and use case from context, and one found no contact form or commissioning path to act on even after inferring purpose.
- high
The page cannot survive a procurement conversation because every input a buyer needs is absent.
Six respondents cited missing methodology, outcome metrics, pricing, timelines, and capability statements; a further respondent found no feature list, demo, or comparison cues for vendor evaluation.
- high
The one asset that works is being wasted.
Four respondents named the LG ThinQ and Samsung work as the only concrete differentiator, yet four also said it sits without case studies, project detail, or measurable outcomes and would need independent verification.
- medium
The page serves two audiences and converts neither.
Five respondents read the intern blog and Lab Stories as recruiting content for prospective students, and called the mix of dense academic summaries with casual intern diaries misaligned with professional buyers.
- medium
The site signals the lab is not currently taking work.
Respondents flagged that '[종료]' closed tags frame all research as finished case files with no stated deliverables, compounding the absence of any visible engagement or commissioning path.
Relevance
Audience and problem statement must be reverse-engineered
6 of 15
“I'd need a line near the top like 'we help product teams validate conversational AI UX before launch' plus a visible way to engage — a contact form,…” Show full quote
“I'd need a line near the top like 'we help product teams validate conversational AI UX before launch' plus a visible way to engage — a contact form, a rate card, or 'commission a study' button”
User Experience Specialist, Higher Education · 51-200 employeessimulated See all 7 comments
“There's no problem statement or target-reader line anywhere on this page because it's not selling anything”
Graduate Research Assistant, Technology · 51-200 employeessimulated “Honestly, there's no "problem solved" or "who it's for" stated anywhere because this isn't selling anything — it's a lab homepage listing research projects”
User Experience Specialist, Higher Education · 51-200 employeessimulated “It wasn't spelled out as a "problem/solution" at all — this reads as a lab homepage, not a pitch, so there's no stated pain point to solve.”
UX Researcher, Research and Development · 51-200 employeessimulated “this is just a university lab's project portfolio, not a tool solving a problem for a defined buyer”
Interaction Designer, Higher Education · 51-200 employeessimulated “there's no stated problem or audience, just a list of project titles and client names like "LG전자 고객품질연구소" or "삼성전자 경험기획그룹" with a sentence or two of context…” Show full quote
“there's no stated problem or audience, just a list of project titles and client names like "LG전자 고객품질연구소" or "삼성전자 경험기획그룹" with a sentence or two of context each”
Graduate Research Assistant, Research and Development · 51-200 employeessimulated “the 'who it's for' (students wanting to intern, or companies wanting to commission UX studies) is never stated outright — I pieced it together from context”
User Experience Specialist, Technology · 51-200 employeessimulated
Differentiation
No product feature list, demo, or comparison signals exist for vendor evaluation
1 of 15
“It's not a vendor page with a product, pricing, or deployment claim; it's SNU's lab page listing project case studies like "LG전자 고객품질연구소" and "삼성전자 경험기획그룹"”
User Experience Specialist, Higher Education · 51-200 employeessimulated Named client work for LG and Samsung is the one concrete asset respondents believed
4 of 15 · what worked
“The one thing that would actually pull me toward shortlisting them is the named client list with specific project titles — "LG전자 고객품질연구소" on the ThinQ On voice…” Show full quote
“The one thing that would actually pull me toward shortlisting them is the named client list with specific project titles — "LG전자 고객품질연구소" on the ThinQ On voice agent work and "삼성전자 경험기획그룹" on the Clothing Care pilot.”
HCI Researcher, Higher Education · 51-200 employeessimulated See all 4 comments
“they've done paid work for LG전자 and 삼성전자 on exactly my domain (voice/chat agent UX evaluation for ThinQ On and ChatThinQ)”
Graduate Research Assistant, Technology · 51-200 employeessimulated “The one thing that'd tip me toward shortlisting them over a generic UX consultancy is the client roster embedded in the project titles—LG전자 (twice, for ThinQ On voice…” Show full quote
“The one thing that'd tip me toward shortlisting them over a generic UX consultancy is the client roster embedded in the project titles—LG전자 (twice, for ThinQ On voice agent and ChatThinQ), 삼성전자, 콘텐츠진흥원”
HCI Researcher, Technology · 51-200 employeessimulated “The one concrete thing that would pull me toward actually contacting them is the named client work — "LG전자 고객품질연구소" on the ThinQ On voice-agent UX evaluation”
User Experience Specialist, Technology · 51-200 employeessimulated The client roster is credibility without evidence behind it
4 of 15
“The only semi-concrete signal is the client roster — LG전자 고객품질연구소 and 삼성전자 — which at least tells me this lab has done work with large Korean corporates”
Interaction Designer, Research and Development · 51-200 employeessimulated See all 4 comments
“The one thing that would actually tip me toward this lab over a competitor is the specific client roster tied to specific named products — "LG전자 고객품질연구소" on…” Show full quote
“The one thing that would actually tip me toward this lab over a competitor is the specific client roster tied to specific named products — "LG전자 고객품질연구소" on the 'LG 씽큐 온' voice agent project”
Graduate Research Assistant, Research and Development · 51-200 employeessimulated “seeing "LG전자 고객품질연구소" and "삼성전자 경험기획그룹" actually commissioned repeat work (two separate LG projects, in 2024 and 2025) tells me real companies trust them enough to pay twice”
UX Researcher, Higher Education · 51-200 employeessimulated “the "Lab Stories" intern blog posts actually undercut confidence by showing this is largely a training ground for students, not a seasoned consultancy bench.”
UX Researcher, Research and Development · 51-200 employeessimulated
Value
No methodology, metrics, pricing, or engagement model is given
6 of 15
“there's no pricing, engagement model, timeline, or methodology detail on the page, so I can't tell what it would cost my team in time or budget, or how…” Show full quote
“there's no pricing, engagement model, timeline, or methodology detail on the page, so I can't tell what it would cost my team in time or budget, or how an engagement would actually run.”
HCI Researcher, Higher Education · 51-200 employeessimulated See all 5 comments
“There's no stated methodology, no comparison to how I'd evaluate conversational-AI UX today, no metric like "reduces eval cycle time"”
Interaction Designer, Research and Development · 51-200 employeessimulated “there's no methodology writeup, no published findings, no sense of turnaround time or cost, just client names and a sentence of project description”
Graduate Research Assistant, Research and Development · 51-200 employeessimulated “there's nothing on this page telling me what that methodology actually is, what the evaluation criteria were, or any outcome data from the LG or Samsung engagements”
HCI Researcher, Research and Development · 51-200 employeessimulated “it's not a tool or service with a value prop, it's a lab's project archive and student blog”
Graduate Research Assistant, Higher Education · 51-200 employeessimulated
Clarity
The page reads as a university lab portfolio, not a commercial offering
6 of 15
“This isn't a product at all — it's a university research lab page. SNU UX LAB (Seoul National University) is an academic HCI/UX research group”
Graduate Research Assistant, Technology · 51-200 employeessimulated See all 7 comments
“The project titles themselves are the blocker — things like '음성 중심 대화 경험의 UX 평가 요소와 검증 방법 연구' read as dense academic-paper language, not a pitch”
User Experience Specialist, Higher Education · 51-200 employeessimulated “This is a university research lab, not a product at all — it's Seoul National University's UX Lab, doing applied research projects with corporate partners like LG and…” Show full quote
“This is a university research lab, not a product at all — it's Seoul National University's UX Lab, doing applied research projects with corporate partners like LG and Samsung”
User Experience Specialist, Higher Education · 51-200 employeessimulated “This isn't a product at all — it's a university research lab's site.”
UX Researcher, Research and Development · 51-200 employeessimulated “things like '[종료] Voice 중심 대화 경험의 UX 평가 요소와 검증 방법 연구' read as internal research-report headlines, not pitch copy, so there's no verb like 'we help'…” Show full quote
“things like '[종료] Voice 중심 대화 경험의 UX 평가 요소와 검증 방법 연구' read as internal research-report headlines, not pitch copy, so there's no verb like 'we help' or 'we offer' anywhere”
HCI Researcher, Technology · 51-200 employeessimulated “University UX research lab doing client projects for LG, Samsung etc. Not a product at all.”
Interaction Designer, Higher Education · 51-200 employeessimulated “This isn't a product at all — it's a university research lab's site, specifically Seoul National University's UX LAB.”
HCI Researcher, Research and Development · 51-200 employeessimulated Closed-project tagging and missing deliverables make the work feel archived and…
2 of 15
“The project blurbs literally cut off mid-sentence—'기능적 성능과 사용 효능감(UX)을...'—so I never get the actual claim or outcome”
UX Researcher, Higher Education · 51-200 employeessimulated
Brand alignment
The tone targets students and recruits, not corporate buyers
5 of 15
“half the page is intern blog diary entries about packing for a conference or chopping clams, which is charming for students browsing the lab but tells me nothing…” Show full quote
“half the page is intern blog diary entries about packing for a conference or chopping clams, which is charming for students browsing the lab but tells me nothing about engagement model, cost, or methodology.”
HCI Researcher, Higher Education · 51-200 employeessimulated See all 4 comments
“The tone definitely isn't written for someone like me — it swings between dry academic project summaries ("Voice 중심 대화 경험의 UX 평가 요소와 검증 방법 연구") and…” Show full quote
“The tone definitely isn't written for someone like me — it swings between dry academic project summaries ("Voice 중심 대화 경험의 UX 평가 요소와 검증 방법 연구") and chatty, diary-style intern stories about book shelves and plastic bags”
User Experience Specialist, Higher Education · 51-200 employeessimulated “writes for grad students/interns, not buyers like me”
Interaction Designer, Higher Education · 51-200 employeessimulated “half the page is intern diary posts about book shelves and plastic bags over someone's face during a study, which reads like it's written for prospective students or…” Show full quote
“half the page is intern diary posts about book shelves and plastic bags over someone's face during a study, which reads like it's written for prospective students or the lab's own community, not for a company deciding on a research partnership”
Graduate Research Assistant, Research and Development · 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.
HCI ResearcherHigher Education · 51-200 employeesSouth Korea
Interaction DesignerResearch and Development · 51-200 employeesSouth Korea
Graduate Research AssistantTechnology · 51-200 employeesSouth Korea
User Experience SpecialistHigher Education · 51-200 employeesSouth Korea
UX ResearcherResearch and Development · 51-200 employeesSouth Korea
HCI ResearcherTechnology · 51-200 employeesSouth Korea
Interaction DesignerHigher Education · 51-200 employeesSouth Korea
Graduate Research AssistantResearch and Development · 51-200 employeesSouth Korea
User Experience SpecialistTechnology · 51-200 employeesSouth Korea
UX ResearcherHigher Education · 51-200 employeesSouth Korea
HCI ResearcherResearch and Development · 51-200 employeesSouth Korea
Interaction DesignerTechnology · 51-200 employeesSouth Korea
Graduate Research AssistantHigher Education · 51-200 employeesSouth Korea
User Experience SpecialistResearch and Development · 51-200 employeesSouth Korea
UX ResearcherTechnology · 51-200 employeesSouth Korea
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: 7 of 15, 12 without hesitation, 2 with reservations
- Relevance: 0 of 15
- Value: 1 of 15, with reservations
- Differentiation: 0 of 15
These answers are AI-simulated and directional. Validate anything you’re betting on with real buyers, your ICPs.
Your next 3 moves
- 1.Add a short problem statement before the project list describing what clients come with.
- 2.Expand one LG project entry into a full case study with method and results.
- 3.Add a one-line statement under the SNU UX LAB title naming what the lab does for companies.
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.
Trusted by
RetentionThis report is kept for 60 days, until 18 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.
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.