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The whole console, fully worked.

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

Where the engines name you, and how sure we are

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.

Ansengine · OverviewSample data
named in AI answers
34%

likely 27% to 42% · answers that mention Dateworthy

own site cited as source
22%

31 of 140 answers link dateworthy.co

answers measured
140

20 runs per engine

engines live
7

measured natively

Named rate by engine

share of answers naming Dateworthy, per engine

OpenAI
ChatGPT
60% · 12/20
OpenAI
ChatGPT (consumer app)
35% · 7/20
Perplexity
Perplexity
45% · 9/20
Google
Google AI Overview
30% · 6/20
Gemini
Gemini
30% · 6/20
Google
Google AI Mode
25% · 5/20
Claude
Claude
15% · 3/20
best AI dating photo serviceare AI dating photos worth itPhotofeeler vs AI photo toolshow to get better Hinge photos

Diagnose

Who owns the answer, and the sources they ride

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.

Ansengine · DiagnoseSample data

Who gets named instead

share of the same 140 answers

Photofeeler
61% of answers
ROAST
45% of answers
PhotoAI
39% of answers
Dateworthy
34% of answers
6 list slots3 own site slots1 knowledge slot

The sources the engines cite

where the answers actually come from

reddit.com · r/OnlineDating photo threadcited in 31 of 140
“10 Best AI Dating Photo Apps” listiclecited in 19 of 140
swipestats.io photographer reviewcited in 12 of 140
dateworthy.cocited in 7 of 140
blocked

AI crawlers blocked on dateworthy.co/pricing: GPTBot got a 403 on 4 of 4 tries.

Fix

The work, drafted and staged for your approval

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.

Ansengine · Fix queueSample data

Approvals

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.

awaiting approval

Pitch the 2 lists ChatGPT cites for this question

Both named in Diagnose. Draft outreach attached, contacts verified.

awaiting approval

Unblock GPTBot on /pricing

One robots.txt line. Diff attached.

awaiting approval

Entity page shipped to CMS

Approved and published 12 May. Receipt on the report.

approved · shipped

Every ship gets a receipt on the client report.

Prove

A lift is claimed only when the ranges separate

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.

Ansengine · ProveSample data
before · 12 May
34%

likely 27% to 42% · 140 answers

after · 23 Jun22pts
56%

likely 47% to 64% · 140 answers

AI referred revenue
$18,400

was $9,150 before the fixes · AI referred revenue · GA4

Named rate, eight weeks

Dateworthy vs the three rivals the answers name

0%25%50%75%12 May23 Jun34%56%
lift confirmed

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

Which leads AI actually sent, and what they asked

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.

Ansengine · LeadsSample data
512
AI citations earned
last 7 days
1,840
AI-referral sessions
last 30 days
131
Signups & leads
from AI referrals
$18,400
Revenue
AI-referred, last 30 days

every stage traces back to a citation we earned

Ask Pulse

An analyst that refuses to alarm on noise

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.

Ansengine · PulseSample data
Where am I losing the most citations, and what is the fix?

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.

draftedDisclosed r/Austin answer, ready for your approval

“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

Every AI-invisible business in a market

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.

Ansengine · AcquireSample data
Specimen · scan #D-0132
Lakeview Dental Studio
Austin, TX · 4.8★ · 312 reviews · ranks #2 in the Maps pack
83
Pitchability
never named by AIP1 · pitch firstsend-safe ✓
The receipt · Google AI Overviews

“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.

Highest-leverage fixes
  1. 01 · Earn the Healthgrades + RealSelf listings AI cites
  2. 02 · Publish the All-on-4 answer-first service page
  3. 03 · Unblock PerplexityBot in robots.txt
Contact route · deliverability-checked
Dr. Maya Chen · Owner
maya@lakeviewdental.example · verified
Forward the answer that proves it, book the call.

And the unedited version

The demo above is a worked example. This one is us, and the numbers are low.

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 report

Run the same measurement on your own domain.

Same pipeline, same statistics, your buyer questions. No card. We email you when it lands.

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