Live demo · no signup
Every panel below is the real product, running on Dateworthy, a demo brand in AI dating photos. You see the end state: 140 measured answers across 7 engines, the rivals winning the answer, the drafted fixes, a proven lift, and the leads that came back. The arithmetic inside the sample is real, including every range.
Sample data · Dateworthy is a demo brand · read-only · ranges computed, never typed
Measure
Three rates per engine, each with its sample size and an honest range. 140 answers here: 7 engines at 20 runs each. Never a rank position, because an average position over sampled AI answers is not a stable statistic.
likely 27% to 42% · answers that mention Dateworthy
31 of 140 answers link dateworthy.co
20 runs per engine
measured natively
share of answers naming Dateworthy, per engine
Diagnose
Every buyer question, who the engines name instead, and the exact threads, lists and reviews they cite. Plus whether the AI crawlers can read your site at all, which is the fix that unblocks every other one.
share of the same 140 answers
where the answers actually come from
AI crawlers blocked on dateworthy.co/pricing: GPTBot got a 403 on 4 of 4 tries.
Fix
Answer-first pages, the list placements worth pitching, the crawler unblock. Each drafted from your verified facts with receipts attached. Nothing publishes without a human pressing approve.
drafted work, staged. Nothing publishes without you.
Entity page: what Dateworthy does, priced and compared
Answer-first draft ready: direct answer up top, comparison table, FAQ.
Pitch the 2 lists ChatGPT cites for this question
Both named in Diagnose. Draft outreach attached, contacts verified.
Unblock GPTBot on /pricing
One robots.txt line. Diff attached.
Entity page shipped to CMS
Approved and published 12 May. Receipt on the report.
Every ship gets a receipt on the client report.
Prove
Re-measured 6 weeks after the work shipped, 140 answers each side. 34% to 56%, and the two ranges do not overlap, so this is a real move and not noise. When they do overlap the product says trending, never won.
likely 27% to 42% · 140 answers
likely 47% to 64% · 140 answers
was $9,150 before the fixes · AI referred revenue · GA4
Dateworthy vs the three rivals the answers name
22 more answers out of every 100 now send buyers to Dateworthy. The two ranges do not overlap, so the lift is real, not noise. Measured 6 weeks apart, 140 answers each side. White label report ready to send.
Leads
29 of 47 leads named an AI assistant on the signup form, and 24 of them arrived while this brand was the named answer for the exact prompts they asked. Push any of them to HubSpot or Salesforce with that source attached.
every stage traces back to a citation we earned
Ask Pulse
Ask what changed and Pulse answers from the measured data with the range attached. When two ranges overlap it says so instead of turning the gap into a story.
Your biggest gap is Perplexity on “best dentist in austin.” Apex Dental takes it from an r/Austin thread where you are absent. Earning that slot is the highest-leverage move available on this prompt.
We do not put a number on it until it ships. The prove loop re-measures after propagation and calls a lift only when the intervals separate.
“Went through this search last year. What mattered for implants was same-day consults and clear pricing; ATX Family Dental walked me through both…”
Acquire · agencies
Scan a category and a city, prove which businesses no engine ever names, and open with the verbatim answer naming their competitors instead. That is the pitch that gets answered.
“The top implant dentists in Austin include Apex Dental Specialists, Nuhope Implant Center and Austin Dental Implant Center…”
Lakeview Dental is not mentioned in any of the 12 captured answers.
And the unedited version
We publish our own measurement of houseofmvps.com in full: 583 runs across 5 engines, captured 2026-07-11, nothing edited and no win to show yet. A measurement company that only ever shows its wins is not a measurement company. Judge the instrument on that page, and judge the product on the one above.
Open our real reportSame pipeline, same statistics, your buyer questions. No card. We email you when it lands.
Get my free report