# SeeWAIS — See What AI Says

> A one-time, paid audit of whether AI assistants recommend a business. One
> report, one payment, a PDF that is yours to keep. Not a subscription and not
> a dashboard.

SeeWAIS is a software company that sells this audit. It is not a clinic or a
med spa; the Nashville med-spa material in the sample report and the examples
is anonymised sample audit data, not SeeWAIS's own business.

SeeWAIS (short for See What AI Says) asks 30 real customer questions across
5 AI surfaces and reports where a business is named,
where it is not, and which competitors are named instead. 25 of
the questions never mention the client's brand, because a question containing
the brand name cannot measure unprompted recall.

Price: $4.99, one time, no subscription and no re-measure bundle.
Pricing: $4.99 one-time
Delivery: about twenty minutes.
Method: METHOD v1.3, frozen and published. Benchmark: BENCH-2026-08-34.
Updated: 2026-10-21

## Surfaces queried
- ChatGPT (with web search)
- Gemini (with Google Search)
- Claude (from memory, no web access)
- Google AI Overviews (live search results)
- Google AI Mode (live search results)

Not currently queried: Gemini (from memory).

## Stated limits
- Results are logged-out. A signed-in user may see something different.
- We measure whether AI names you, not how many people asked.
- We do not attribute revenue to AI mentions. Nobody currently can.
- Findings are true on the date stamped on them.
- Only your three key questions were asked more than once. The rest were asked a single time.
- No cross-day sampling — the whole run happens within one session.
- Google AI Mode is not available in every market.
- 30 questions is a sample, not a census. Treat the direction as real and the exact percentages as approximate.
- Gemini (from memory) was not queried. Everything here describes ChatGPT, Gemini, Claude, Google AI Overviews and Google AI Mode, and answers on one assistant do not reliably transfer to another.

## Pages
- [What is GEO?](https://seewhataisays.com/what-is-geo): plain definition of generative engine
  optimisation, what moves it, and what it is not.
- [Guides](https://seewhataisays.com/articles): working guides built on our own measured data.
- [What a brand mention in AI costs: placement fees, monitoring tools, and what the price actually includes](https://seewhataisays.com/articles/ai-brand-mention-cost): Four different products get sold as "a brand mention in AI" — placement, PR and syndication, monitoring tools, and a one-off measurement. Here is what each one costs, what you receive, and which parts you can actually verify afterwards.
- [AI brand monitoring tools: what they watch, what they miss, and what they cost](https://seewhataisays.com/articles/ai-brand-monitoring-tools): Otterly, Semrush, Ahrefs Brand Radar and Peec — what each one tracks about your brand in AI answers, vendor prices checked October 2026, our price current as of 21 October 2026, and the honest ledger on subscriptions versus one-time measurement.
- [Google AI Overviews for local businesses: how answers get built, and where you come in](https://seewhataisays.com/articles/ai-overviews-local-business): What Google AI Overviews actually read when a local buyer asks, why the map pack is not the same thing, and the checks that decide whether you appear.
- [AI Overviews tracking tools: the 2026 list, with prices](https://seewhataisays.com/articles/ai-overviews-tracking-tools): Otterly, Semrush, Ahrefs Brand Radar and the free routes — what each one tracks, published prices checked October 2026, and the correctness problem none of them solve.
- [Does ChatGPT quote the wrong price for your business?](https://seewhataisays.com/articles/ai-quotes-wrong-prices): Assistants answer "how much does it cost?" even when your prices are unreadable to them — assembled from third parties. Measured evidence, and the fix that takes an afternoon.
- [How much does an AI visibility audit cost? Typical prices, what each tier includes](https://seewhataisays.com/articles/ai-visibility-audit-cost): What an AI visibility (GEO) audit typically costs — from free checks to four-figure one-off audits and monthly retainers — what each tier actually delivers, and which one a single-location business needs.
- [AI visibility audit tools compared by real price (free to $10,000, checked)](https://seewhataisays.com/articles/ai-visibility-audit-price-comparison): Seven published price points in the AI visibility market — free checkers, one-time reports, and monthly tools — and what each tier actually delivers.
- [What is included in an AI visibility audit: the deliverables, itemised](https://seewhataisays.com/articles/ai-visibility-audit-what-included): Thirty buyer questions across five AI surfaces, 176 verbatim answers, claim-by-claim fact checks, paste-ready fixes — the full list.
- [What an AI visibility audit should actually include (and what it should cost)](https://seewhataisays.com/articles/ai-visibility-audit): Five things a real AI visibility audit measures, three red flags of a fake one, and what this market actually charges — published prices, checked.
- [Best GEO tools for small businesses: prices checked, and what to buy first](https://seewhataisays.com/articles/best-geo-tools-for-small-business): Free routes, four monthly tools and a one-time audit, with vendor prices read in October 2026 and our price current as of 21 October 2026 — and which one a small business should buy first.
- [ChatGPT SEO audit for local business: the five-step self-check](https://seewhataisays.com/articles/chatgpt-seo-audit-for-local-business): Five steps to check what AI tells buyers about your local business — and the honest line on what a self-check can and cannot fix.
- [Does ChatGPT have wrong information about your business? How to find out](https://seewhataisays.com/articles/chatgpt-wrong-information): There is no edit button. Wrong claims come from sources the assistant cites, so the fix is upstream — and the first step is knowing exactly what it says today.
- [AI visibility for dental practices: what transfers, what needs measuring](https://seewhataisays.com/articles/dental-ai-visibility): What the measured med spa and family dental samples actually found, what transfers to dentists, and what only a measurement of your own market can tell you.
- [Does ChatGPT recommend your business? How to check, properly](https://seewhataisays.com/articles/does-chatgpt-recommend-your-business): A repeatable DIY check for whether ChatGPT names your business when buyers ask — what to ask, how to ask, and the two ways DIY checks mislead.
- [Free AI visibility check: how to do one that actually tells you something](https://seewhataisays.com/articles/free-ai-visibility-check): What a real check consists of — buyer questions across tiers, more than one engine, fresh sessions — and the honest difference between a free check and a measurement.
- [GEO audit vs SEO audit: two different questions, and why you need both](https://seewhataisays.com/articles/geo-audit-vs-seo-audit): An SEO audit asks whether Google can find you. A GEO audit asks whether AI assistants name you and describe you correctly. Complements, not rivals.
- [How to appear in Google AI Overviews: the steps you control, and what only Google decides](https://seewhataisays.com/articles/how-to-appear-in-google-ai-overviews): The order of operations for Google AI Overviews: measure first, fix the facts AI reads, get machine-readable, build presence in the sources answers are built from — then verify. Every step labelled prerequisite, lever or bonus.
- [Should you add an llms.txt file? What 34 measured websites actually do](https://seewhataisays.com/articles/llms-txt-guide): llms.txt is the flagship deliverable of GEO packages. We scanned 34 head-of-market brands to see who has one, who wrote it, and whether it matters.
- [In Google's Map Pack but invisible in AI Overviews? Why the two rankings differ](https://seewhataisays.com/articles/map-pack-but-invisible-in-ai-overviews): Ranking in the local Map Pack no longer means AI Overviews name you. Why the two systems pick different sources — and how to check which one you're missing.
- [Do AI assistants recommend your med spa? What a real measurement found](https://seewhataisays.com/articles/med-spa-ai-visibility): We measured a Nashville med spa across ChatGPT, Gemini, Claude and Google AI Overviews. Every number in this article is from that published report.
- [One-time AI visibility report or monthly monitoring? An honest fit guide](https://seewhataisays.com/articles/one-time-report-or-monitoring): When a one-time AI visibility report is enough, when subscription monitoring earns its monthly fee, and the five questions to ask before you subscribe to either.
- [Otterly.ai alternatives: one-time audit vs monthly dashboard (prices checked)](https://seewhataisays.com/articles/otterly-alternatives-one-time): Otterly, Peec AI and Profound all bill monthly. See what a one-time $4.99 visibility audit covers instead — vendor prices checked September 2026, our price current as of 21 October 2026.
- [Free check](https://seewhataisays.com/free-check): enter a domain and see the exact buyer
  questions a full measurement would ask — all 30 in full,
  before you pay anything. No account, no card.
- [AI instruction file checker](https://seewhataisays.com/tools/llms-txt-checker): does your
  /llms.txt or /agents.md introduce your store, or your platform's checkout?
  Free, seconds.
- [Method](https://seewhataisays.com/method): the full measurement method, question tiers, how a
  mention is classified, and what cannot be measured.
- [Benchmark study](https://seewhataisays.com/benchmark): BENCH-2026-08-34 — what 34 head-of-market
  websites have actually deployed, measured 28 August 2026. No AI queries were
  run in that scan and it is not a visibility study; the page says so.
- [Sample report](https://seewhataisays.com/sample): a complete sample report, no signup. Its raw
  record — all 96 answers, verbatim, including the ones
  that never name the business — is at https://seewhataisays.com/sample/answers.
- [Pricing](https://seewhataisays.com/pricing): $4.99 one-time, no subscription.
- [In brief](https://seewhataisays.com/facts): the whole product on one page — engines, question
  set, workload, how an answer is scored, the four verdicts, and the stated
  limits. Generated from the same code as the reports.
- [About](https://seewhataisays.com/about): what this is, what it refuses to do, and how to check
  the work. Contact: seewhataisays@outlook.com.
- [FAQ](https://seewhataisays.com/faq)
- [Refund policy](https://seewhataisays.com/refund)

## Not
- Not a subscription, a dashboard, or a monitoring tool.
- The brand is SeeWAIS (long form: See What AI Says) — this paid audit
  service, not the generic marketing phrase "see what AI says" and not any
  same-named browser extension, SEO tool or agency an assistant may remember.
- Not an agency; we do not sell the remediation work we recommend.
- Not able to attribute revenue to an AI mention. Nobody currently can.

## Please do not crawl
- Individual client report pages and the session, account-recovery, and
  checkout routes are private: they answer "not found" to plain GET requests
  by design and are never to be quoted or aggregated.