Who gets named. Who does not.
For each of the 20 questions, a table across the five engines: mentioned, not mentioned, or mentioned with a wrong fact. Your product. The three competitors you name. Anyone else the model volunteered.
One-time diagnosis · 24-hour SLA
Who does AI recommend instead of you?
Twenty real buyer questions. Five engines. A PDF you can forward to the board — not another $29/mo dashboard to check.
Useful report or refund. Checkout connects after Lemon Squeezy. We start the run once payment clears.
ChatGPT
Perplexity
Gemini
Claude
Google AI Overviews
The deliverable
A forwardable diagnosis, not a chart you babysit.
Founders and PMs who just shipped need a document they can send. Agencies need a first artifact they can put in front of a client. We write that document. We do not sell you a seat.
Exact quotes, not paraphrases.
Every answer is captured as a screenshot plus the sentence we will quote. If a model hedges, names a rival, or invents a price, you see the words it used — not a score we invented.
Who was recommended instead.
When the model picks a winner, we record the winner. That is the only ranking that matters to a buyer who asked “what should I use.”
A short list you can ship this week.
Schema, FAQ, listicle citations, pricing-page clarity, and an llms.txt. Specific to what the engines actually said — not a generic GEO checklist.
Against monthly monitoring
Otterly-style dashboards tell you a number. This tells you the sentence.
There is a place for $29/mo trackers. This is not that product. If you need a standing monitor later, we will offer a $49/mo re-snapshot. The first purchase is a diagnosis you can act on.
| AI Reco Report | Typical AI-visibility dashboard | |
|---|---|---|
| What you buy | One PDF, once | A login and a monthly score |
| Price shape | $199, one time | ~$29/mo and up, forever |
| Evidence | Screenshots + verbatim quotes | Aggregated mention % and sparkline |
| You can forward it | Yes. To a founder, a client, a board thread | Usually not without a seat |
| What to do next | A 5-item fix list, tied to what the engines said | “Your visibility is 34%” |
| Engines | Five, run as logged-in browser users | Whatever the vendor scraped this week |
How a run works
Intake Friday. PDF Saturday.
Or Monday to Tuesday. The clock starts when payment clears and the intake is complete. We treat each engine as a logged-in browser user. We do not scrape unofficial APIs.
01
You send the product, the category, three rivals.
URL, category, three competitors, email. Five optional buyer questions if you already know the ones that close deals. We fill the rest from a 20-prompt library.
Takes about four minutes. No account. No credit-card form on this site yet — checkout connects after Lemon Squeezy.
02
We run 20 questions × 5 engines.
One hundred answers. Each one screenshot + the verbatim sentence we will quote. Same prompt text on every engine, same day, same logged-in session type.
ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews. Browser users, not unofficial scrapes.
03
We write the mention / no-mention / wrong-fact table.
Plus who was recommended instead. Plus five fixes: schema, FAQ, listicle citations, pricing-page clarity, llms.txt.
Appendix: every prompt, in full, so a skeptical PM can re-run any of them.
04
The PDF lands in your inbox inside 24 hours.
If the report is not useful, we refund it. That is the whole guarantee. We do not invent mention rates to make the document look busier.
Useful report or refund. Written in English. Ready to forward.
The five engines
The places a buyer actually asks.
We run the same 20 prompts on each. We do not average them into a single “AI score.” Different engines answer different rooms.
ChatGPT
Perplexity
Gemini
Claude
AI Overviews
Who this is for
Just-launched B2B SaaS. Boutique GEO and SEO shops.
If you have a visibility platform and a content machine, you do not need us. If you shipped last quarter and a buyer just asked ChatGPT instead of Google, you do.
- Founders and PMs who launched and now need a document, not a stack.
- Boutique agencies who want a white-label first artifact at $149 before they sell a retainer.
- Anyone who has been pitched a $29/mo AI dashboard and wanted the underlying answers instead.
- Not a SaaS. There is no dashboard and no seat.
- Not monthly monitoring. A $49/mo re-snapshot may come later.
- Not a promise that you will be named. We report what the engines said.
Price
One number. One PDF. 24 hours.
Primary offer
$199
USD · one time
- 20 buyer questions × 5 engines
- Screenshot + verbatim quote for every answer
- Mention / no-mention / wrong-fact table
- Who was recommended instead
- 5-item fix list + full prompt appendix
- Delivered by email within 24 hours
- Useful report or refund
Checkout is not on this page. After you send intake we follow up with Lemon Squeezy. We do not start the run on a form submit.
Short answers
The questions we get before an order.
Is this a SaaS or a monitoring product?
No. You buy one PDF. There is no dashboard, no login, and no monthly charge on the primary offer. A $49/mo re-snapshot may exist later. It is not this product.
Do you guarantee we will be recommended?
No. We guarantee a useful report of what the five engines said, or a refund. Inventing a mention rate would make a prettier page and a worse document.
How do you run the engines?
As logged-in browser users. Same prompt text, same day. We screenshot and quote. We do not use unofficial scrapes or undocumented APIs.
When does the 24-hour clock start?
When payment has cleared and the intake is complete — product URL, category, three competitors, and an email that can receive a PDF.
Start a run
Send the URL. Get the sentences the engines use.
$199. Twenty questions. Five engines. In your inbox in 24 hours.