Clarity
Do they understand what you do?
Strong15 of 15
15 could name what kind of product this is, unprompted.
Saved report, kept for 60 days — expires in 47 days. Re-opening it is free.
01
Your verdict
Relevance
Can they tell what it solves, and who it's for?
Strong15 of 1515 could quickly tell what problem it solves and who it is for.
Value
Do they actually want it?
Strong12 of 1512 would take a meeting to learn more.
Differentiation
Fix firstIs there a reason to pick you over the alternatives?
Weak5 of 155 could name a reason to pick you over a similar option.
See what they thought you were
Your page describes: LED lighting products. They said:
- 3×LED lighting supplier / lighting design servicematches
12 couldn't name one; 3 got it right.
Four separate measures, not stages: all 15 personas answered all four questions. Each square is one persona.
Additional signalBrand alignment14 of 15StrongShow finding ▸
Three respondents said the logos lack any project detail and read as generic trust badges, while one noted they signal only large industrial work. One respondent did count the major-brand list as credibility against unknown competitors, but the dominant reaction was that the logos prove nothing specific. 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.
Move the FAQ's spacing and uniformity numbers above the fold.
Why: The only content read as genuinely substantiated was the FAQ's concrete technical detail — mounting-height-to-spacing ratios, beam angles, uniformity ratios. It sits far below the offer, while the top of the page carries only 'Great for new construction, retrofits, and upgrades' and 'Unsure about beam angles, placement, or quantities', which any lighting supplier could print. Pull two or three of those checkable numbers up beside 'Get Your Custom Lighting Plan' so the first thing a contractor…
Moves DifferentiationSpecifics beat superlativesReplace the broken sample plan link with a real downloadable plan.
Why: The single most damaging defect on the page: the sample plan link fails, and readers described it as a placeholder or failed upload that made the whole deliverable unverifiable. Nothing else in the copy compensates. Publish an actual anonymised high bay plan — foot-candle grid, fixture schedule, mounting heights — and label the link with what it contains rather than 'sample plan'.
5 of 15 raised this
“they mention "Sample High Bay Lighting Plan" and "Gym Lighting Plan" but the actual upload/example area shows "Uploaded Failed" with nothing there”
Electrician, Industrial Maintenance · 11-50 employeessimulated Moves ValueProof next to the claim
Keep these · 3
These landed. Keep the wording when you edit around it.
- Keep · Relevance
The audience and problem are named plainly enough that respondents could repeat them back
“Audience is named explicitly later in the FAQ: "commercial and industrial end users, electricians, ESCOs, and lighting contractors." So no hunting needed - it's obvious in the first…” Show full quote
“Audience is named explicitly later in the FAQ: "commercial and industrial end users, electricians, ESCOs, and lighting contractors." So no hunting needed - it's obvious in the first screen, not buried.”
Electrical Technician, Construction · 5000+ employeessimulated - Keep · Differentiation
The FAQ's spacing, beam angle and uniformity-ratio numbers read as real technical…
“the "15-18 feet of spacing at 20 feet high, and 20-25 feet of spacing at 30 feet high" detail and the "narrow beam angles (60-90 degrees) work best…” Show full quote
“the "15-18 feet of spacing at 20 feet high, and 20-25 feet of spacing at 30 feet high" detail and the "narrow beam angles (60-90 degrees) work best for higher ceilings above 25 feet" line show real category knowledge, not marketing filler”
Electrical Contractor, Energy Services · 501-1000 employeessimulated - Keep · Value
The design deliverable itself is the value respondents did accept
“I'd get a free layout that removes guesswork on spacing and fixture count instead of eyeballing it or paying an electrician to size it - that's a real…” Show full quote
“I'd get a free layout that removes guesswork on spacing and fixture count instead of eyeballing it or paying an electrician to size it - that's a real time/cost savings on the design side”
Lighting Specialist, Energy Services · 51-200 employeessimulated
03
All recommendations
Differentiation
Weak5 of 15Moves DifferentiationTie the feature to the outcome
State what the plan includes as named deliverables.
Why: 'Custom Lighting Plan With Product Recommendations' says nothing a competing distributor's free-layout offer doesn't also say. Replace it with a specific deliverable list: point-by-point foot-candle grid, fixture schedule with counts and mounting heights, uniformity ratio, PDF layout drawing. Naming the artifacts and the software or photometric files behind them is what separates this from an emailed sketch.
Moves DifferentiationGive a reason to choose you
Add a reason to choose beyond 'up to 8% off'.
Why: Standing next to any other supplier who also offers a free layout, the page's only differentiating claims are the discount and '1-2 for indoor and 2-3 days for outdoor projects' — and even that line is broken mid-sentence, missing 'days'. Give the turnaround as a firm commitment and pair it with something structural: stock depth on the recommended fixtures ('100K+ Lights in Stock' is stranded in the nav), manufacturer-direct warranty handling, or the number of high bay plans produced.
Value
Strong12 of 15Moves ValueProof next to the claim
Attach a source to every energy and payback figure.
Why: The savings and payback numbers were read as textbook figures written for search rather than results from projects. Put each one next to the job it came from: facility type, ceiling height, square footage, fixtures replaced, measured before/after foot-candles, and the utility rate used in the payback math. A single sourced calculation beats several unsourced ranges.
5 of 15 raised this
“they mention "Sample High Bay Lighting Plan" and "Gym Lighting Plan" but the actual upload/example area shows "Uploaded Failed" with nothing there”
Moves ValueTie the feature to the outcome
Name the photometric software and standard used.
Why: Readers looking for evidence of a better process found none — no named tool, no foot-candle report, no stated design target. Say which photometric software the plans are modelled in and which illuminance standard the design is checked against, directly under 'A Lighting Expert Reviews Your Request'. That converts 'eliminates guesswork' from a claim into a method.
5 of 15 raised this
“they mention "Sample High Bay Lighting Plan" and "Gym Lighting Plan" but the actual upload/example area shows "Uploaded Failed" with nothing there”
Clarity
Strong15 of 15No specific edits needed here — this layer held up.
Relevance
Strong15 of 15No specific edits needed here — this layer held up.
Brand alignment
Strong14 of 15Moves Brand alignmentProof next to the claim
Add project detail to each customer logo.
Why: The logo wall — KOCH, Waymo, SpaceX, NASA repeated three times — reads as generic trust badges proving nothing specific, and skews the page toward very large industrial work. The short case lines further down (Oakland Arena parking lot, Florida State acrobatics tent) are the parts that carried weight. Cut the repeated scroll and attach a one-line job description with space type, ceiling height and fixture count to a shorter set of logos, including mid-size warehouse and manufacturing jobs.
4 of 15 raised this
“the client logo wall (NASA, SpaceX, Waymo) with zero project detail — that reads like a generic trust-badge template bolted onto an otherwise technically fluent page”
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
A broken link is doing more work to define this page than any of its copy.
5 of 15 respondents hit the dead sample plan link and read it as a failed upload, a placeholder, and a barrier to verifying deliverable quality. That is a third of the sample, and it is the largest negative theme on the page — larger than any claim, proof point or logo reaction. The single most-cited takeaway from the page is a technical failure, not a message.
- high
The page's central offer reads as a bait mechanism, which means the free design is priced into prospects' suspicion rather than their gratitude.
8 of 15 respondents described the free photometric design as bundled with, bait for, or contingent on buying fixtures — the single largest theme on the page. Two went to soft lock-in and doubted the neutrality of the recommendations. When the majority reads the hero offer as a funnel, the offer is not generating trust, it is generating a defensive posture toward every recommendation that follows.
- high
Every quantitative claim on the page is unsourced, so the numbers actively subtract credibility instead of building it.
3 of 15 respondents called the energy savings and payback figures generic textbook numbers with no sources, case studies, foot-candle reports or named photometric software, and one dismissed the entire page as SEO sales copy rather than project-backed. Unsourced numbers do not read as neutral; they read as evidence the author has no project data to cite.
- high
The proof section proves nothing, and prospects noticed that the logos were the only proof offered.
4 of 15 respondents said the client logos carry no project detail and register as generic trust badges, with one reading them as signalling large industrial work only. Only one respondent counted the brand names as credibility. The page's designated evidence block was reclassified as decoration by four times as many respondents as accepted it.
- high
Two of the page's three trust mechanisms — logos and savings figures — were rejected, and the third was unreachable.
4 of 15 called the logos generic badges, 3 of 15 called the savings and payback numbers unsourced textbook figures, and 5 of 15 could not load the sample plan meant to demonstrate deliverable quality. No credibility device on the page survived contact with prospects intact.
- medium
The page fails the prospects who are furthest from its sample set, because the only proof shown narrows the addressable audience rather than widening it.
1 of 15 respondents flagged the absence of sample plans for non-recreational industrial spaces, and the same theme records logos read as large-industrial-only. Combined with 4 of 15 saying logos lack any project detail, the visible evidence tells a prospect what the company does not do for them.
Differentiation
The FAQ's spacing, beam angle and uniformity-ratio numbers read as real technical…
3 of 15 · what worked
“the "15-18 feet of spacing at 20 feet high, and 20-25 feet of spacing at 30 feet high" detail and the "narrow beam angles (60-90 degrees) work best…” Show full quote
“the "15-18 feet of spacing at 20 feet high, and 20-25 feet of spacing at 30 feet high" detail and the "narrow beam angles (60-90 degrees) work best for higher ceilings above 25 feet" line show real category knowledge, not marketing filler”
Electrical Contractor, Energy Services · 501-1000 employeessimulated See all 2 comments
“it's not glossy brand copy, it's practical FAQ answers with actual numbers (spacing at height, foot-candle targets, turnaround days), which is how I'd want a distributor rep to…” Show full quote
“it's not glossy brand copy, it's practical FAQ answers with actual numbers (spacing at height, foot-candle targets, turnaround days), which is how I'd want a distributor rep to talk to me”
Electrical Foreman, Facility Management · 201-500 employeessimulated
Value
Energy savings and payback claims are dismissed as generic textbook numbers with no…
3 of 15
“the FAQ answers are generic textbook numbers (20-30 fc for warehouse, 15-18 ft spacing at 20 ft height) — nothing that proves their photometric software or process is…” Show full quote
“the FAQ answers are generic textbook numbers (20-30 fc for warehouse, 15-18 ft spacing at 20 ft height) — nothing that proves their photometric software or process is better”
Electrical Foreman, Electrical Contracting · 201-500 employeessimulated See all 4 comments
“there's zero proof of that here — no sample foot-candle report, no software named, no case study with before/after numbers.”
Lighting Specialist, Electrical Contracting · 51-200 employeessimulated “the 60-75% energy savings and 2-4 year payback numbers have no source or case study behind them”
Lighting Specialist, Energy Services · 51-200 employeessimulated “it still reads like sales copy stacked as an FAQ to catch Google searches, not like something written by an engineer for another engineer — there's no actual…” Show full quote
“it still reads like sales copy stacked as an FAQ to catch Google searches, not like something written by an engineer for another engineer — there's no actual project data”
Electrical Foreman, Electrical Contracting · 201-500 employeessimulated The broken sample plan link is read as a failed upload and it takes the offer's…
5 of 15
“they mention "Sample High Bay Lighting Plan" and "Gym Lighting Plan" but the actual upload/example area shows "Uploaded Failed" with nothing there”
Electrician, Industrial Maintenance · 11-50 employeessimulated See all 3 comments
“the "Sample High Bay Lighting Plan" section literally shows an "Uploaded / Failed" placeholder, which is a bad sign if I'm trying to judge output quality”
Electrical Foreman, Energy Services · 201-500 employeessimulated “The 60-75% energy savings and 2-4 year payback claim is the number that matters, but it's generic - I'd need them to run those numbers against my actual…” Show full quote
“The 60-75% energy savings and 2-4 year payback claim is the number that matters, but it's generic - I'd need them to run those numbers against my actual facility (ceiling height, square footage, hours of use) before I believe it applies to me.”
Electrical Technician, Construction · 5000+ employeessimulated The design deliverable itself is the value respondents did accept
1 of 15 · what worked
“I'd get a free layout that removes guesswork on spacing and fixture count instead of eyeballing it or paying an electrician to size it - that's a real…” Show full quote
“I'd get a free layout that removes guesswork on spacing and fixture count instead of eyeballing it or paying an electrician to size it - that's a real time/cost savings on the design side”
Lighting Specialist, Energy Services · 51-200 employeessimulated
Clarity
Respondents read the free design service as a sales funnel for the fixture catalog, not…
8 of 15
“They sell LED high bay fixtures and throw in a free lighting layout/design service as a sales tool to get you to buy their product”
Electrical Foreman, Electrical Contracting · 201-500 employeessimulated See all 6 comments
“They sell LED high bay lighting fixtures and throw in free lighting design/layout plans to go with the sale - basically a lighting supplier that does photometric plans…” Show full quote
“They sell LED high bay lighting fixtures and throw in free lighting design/layout plans to go with the sale - basically a lighting supplier that does photometric plans (fixture spacing, foot-candle counts, beam angles) so you order the right quantity before you buy.”
Electrical Technician, Construction · 5000+ employeessimulated “They design custom high bay lighting layouts and plans - basically a free photometric design service that tells you fixture counts, spacing, and beam angles before you buy…” Show full quote
“They design custom high bay lighting layouts and plans - basically a free photometric design service that tells you fixture counts, spacing, and beam angles before you buy LED high bay fixtures, then sell you the recommended lights.”
Electrical Foreman, Energy Services · 201-500 employeessimulated “It's a lighting design-and-sales-funnel service, not a standalone software tool — the "plan" is the lead-gen mechanism to sell fixtures.”
Lighting Specialist, Electrical Contracting · 51-200 employeessimulated “Includes up to 8% off the price of our recommended lighting products”
Electrical Contractor, Facility Management · 501-1000 employeessimulated “the business model is sales funnel first, technical resource second, so I'd stay a little guarded about how neutral their "recommendations" really are”
Maintenance Technician, Industrial Maintenance · 1001-5000 employeessimulated
Relevance
Sample coverage is read as skewed to recreational spaces, leaving industrial prospects…
1 of 15
“I'd want it to name my exact scenario — something like "upgrading an existing facility from metal halide/fluorescent to LED" — plus a real sample plan for a…” Show full quote
“I'd want it to name my exact scenario — something like "upgrading an existing facility from metal halide/fluorescent to LED" — plus a real sample plan for a warehouse or similar space, not just gymnasiums and pickleball courts”
Maintenance Technician, Facility Management · 1001-5000 employeessimulated The audience and problem are named plainly enough that respondents could repeat them back
5 of 15 · what worked
“Audience is named explicitly later in the FAQ: "commercial and industrial end users, electricians, ESCOs, and lighting contractors." So no hunting needed - it's obvious in the first…” Show full quote
“Audience is named explicitly later in the FAQ: "commercial and industrial end users, electricians, ESCOs, and lighting contractors." So no hunting needed - it's obvious in the first screen, not buried.”
Electrical Technician, Construction · 5000+ employeessimulated See all 5 comments
“the header "High Bay Lighting Layout & Design" plus the bullet "Great for new construction, retrofits, and upgrades" and "Unsure about beam angles, placement, or quantities" told me…” Show full quote
“the header "High Bay Lighting Layout & Design" plus the bullet "Great for new construction, retrofits, and upgrades" and "Unsure about beam angles, placement, or quantities" told me the problem right away”
Electrician, Industrial Maintenance · 11-50 employeessimulated “"When do you need a lighting plan?" right at the top, followed by "Great for new construction, retrofits, and upgrades" tells you the problem (getting fixture count/spacing/beam angle…” Show full quote
“"When do you need a lighting plan?" right at the top, followed by "Great for new construction, retrofits, and upgrades" tells you the problem (getting fixture count/spacing/beam angle right before you buy)”
Lighting Specialist, Electrical Contracting · 51-200 employeessimulated “commercial and industrial end users, electricians, ESCOs, and lighting contractors”
Electrical Contractor, Facility Management · 501-1000 employeessimulated “the header "High Bay Lighting Layout & Design" plus the bullet "Great for new construction, retrofits, and upgrades" and "Unsure about beam angles, placement, or quantities" told me…” Show full quote
“the header "High Bay Lighting Layout & Design" plus the bullet "Great for new construction, retrofits, and upgrades" and "Unsure about beam angles, placement, or quantities" told me exactly what problem this solves within the first few lines.”
Maintenance Technician, Facility Management · 1001-5000 employeessimulated
Brand alignment
Client logos register as generic trust badges because no project details accompany them
4 of 15
“the client logo wall (NASA, SpaceX, Waymo) with zero project detail — that reads like a generic trust-badge template bolted onto an otherwise technically fluent page”
Electrical Contractor, Energy Services · 501-1000 employeessimulated See all 4 comments
“The logos (CBRE, SpaceX, Waymo) make me willing to try it, not enough to book time yet.”
Electrical Foreman, Energy Services · 201-500 employeessimulated “The client logo wall — NASA, SpaceX, Kiewit, PCL Construction, Dominion Energy — actually carries some weight, because it signals they've handled large industrial jobs, not just small…” Show full quote
“The client logo wall — NASA, SpaceX, Kiewit, PCL Construction, Dominion Energy — actually carries some weight, because it signals they've handled large industrial jobs, not just small retail retrofits.”
Lighting Specialist, Electrical Contracting · 51-200 employeessimulated “The one thing that stands out as a mild plus is the customer list — CBRE, SpaceX, NASA, Kiewit, WESCO, Dominion Energy — those aren't nobody names”
Electrical Foreman, Electrical Contracting · 201-500 employeessimulated
05
How this works
Who we simulated (15 personas)
15 AI-simulated personas matched to your target market. Each answered independently, without seeing your goal, the scoring criteria, or each other’s answers. Attribution is role, industry and company size only.
Electrical ForemanElectrical Contracting · 201-500 employeesUS
Electrical ContractorEnergy Services · 501-1000 employeesUS
Maintenance TechnicianFacility Management · 1001-5000 employeesUS
Electrical TechnicianConstruction · 5000+ employeesUS
ElectricianIndustrial Maintenance · 11-50 employeesUS
Lighting SpecialistElectrical Contracting · 51-200 employeesUS
Electrical ForemanEnergy Services · 201-500 employeesUS
Electrical ContractorFacility Management · 501-1000 employeesUS
Maintenance TechnicianConstruction · 1001-5000 employeesUS
Electrical TechnicianIndustrial Maintenance · 5000+ employeesUS
ElectricianElectrical Contracting · 11-50 employeesUS
Lighting SpecialistEnergy Services · 51-200 employeesUS
Electrical ForemanFacility Management · 201-500 employeesUS
Electrical ContractorConstruction · 501-1000 employeesUS
Maintenance TechnicianIndustrial Maintenance · 1001-5000 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, 11 without hesitation, 4 with reservations
- Relevance: 15 of 15, 10 without hesitation, 5 with reservations
- Value: 12 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.Move the FAQ's spacing and uniformity numbers above the fold.
- 2.Replace the broken sample plan link with a real downloadable plan.
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.
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RetentionThis report is kept for 60 days, until 24 Oct 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.