Fixed price · 4 weeks
Find out exactly why AI names someone else.
A four-week diagnostic that produces a measured baseline, a written cause for every gap, and the first fixes already implemented. It ends with a deliverable, not a proposal.
The cancelled-invoice clause
If the audit surfaces neither a factual error an engine is stating about your product nor a cause you could not reasonably have found yourself, we cancel the invoice. You keep the 200-observation dataset either way.
What it does not coverWhether an engine names you afterwards. Nobody controls that, and no vendor who claims to can reach the mechanism they are guaranteeing.
- Fixed feeone time, quoted up front
- 4 weeksstart to presentation
- Snow Leeruns it personally
- ~90 minof your team's time
Scope
Four weeks, four deliverables.
Week 2
Five causes we check, cheapest to rule out first.
| Order | Cause we check | Time to rule out |
|---|---|---|
| 01 | Crawlers blockedA bot rule returns 403, or the page needs JavaScript to show its text. | 5 min |
| 02 | Nothing quotableReadable, but no paragraph survives being pulled out of the page. | 15 min |
| 03 | Entity unresolvedYour name exists in several forms. None of them wins. | 1 hour |
| 04 | Nobody corroboratesOnly your own site states your specification. | half a day |
| 05 | Competitor owns corpusYou are absent from the reading list, not from the market. | days |
You keep
Everything, in a format your team can use.
- 200-observation baseline dataset (CSV)
- Written diagnosis, 15–20 pages, no filler
- Prioritised fix list, effort vs expected effect
- Three rewritten pages, live
- Structured data implemented and validated
- Factual accuracy report with remediation steps
- One slide summarising it for your leadership
Who this is for
Consumer brands with real revenue in an export market, where a shopper plausibly asks an assistant before buying. Beauty, baby and kids, appliances, food, supplements, pet.
Who it is not for
Pre-launch brands with no product data to correct, B2B with a named-account sales motion, and anyone shopping for a content subscription. We say so on the call, not after the invoice.
Before you buy
What do I actually receive at the end?
A 200-observation baseline dataset in CSV, a written diagnosis, a prioritised fix list, and your three highest-intent pages rewritten rather than specified. If you never work with us again, hand the lot to your existing agency and they can act on it.
What if the audit tells me nothing I did not already know?
Then you do not pay. If it does not surface at least one factual error an engine is stating about your product, or one cause you could not reasonably have found yourself, we cancel the invoice. You keep the dataset either way.
Do I need to commit to a retainer afterwards?
No. It is fixed-price, fixed-scope, and it ends. The deliverable is written for an in-house team to execute, so implementing it yourself is a supported outcome rather than a fallback.
Who actually does the work?
Snow Lee, the founder, personally. No account-manager layer, and we will run only a few audits at a time. When that stops being true this page will say so, rather than you finding out in month two.
How much of my team's time does it take?
A 60-minute kickoff, analytics and Search Console access, one round of review. We do not run a content calendar you have to staff.
You rewrite our pages. Who controls what they say?
You do. We rewrite for structure, not positioning — the claims stay yours. Nothing ships without your approval, and anything regulated needs written sign-off from your compliance owner first.
What if the audit shows we are already doing well?
Then we say so and you do not buy a retainer. A brand with strong English-language reviews and clean product data can already be well cited — in which case the useful output is the accuracy check.
See a slice of it for free first.
The free report is the first day of the audit: 20 questions across five engines, run by hand, sent back within 48 hours. If it does not tell you something you did not know, do not buy the audit.
- What arrives
- 20 questions, 5 engines, every answer quoted in full
- Who sends it
- Snow Lee, by hand, from Seoul
- Your email
- Used to send the report and reply about it. Privacy.
| Buyer question | Engine | Named |
|---|---|---|
| best Korean sunscreen for oily skin | ChatGPT | not named |
| K-beauty sunscreen that does not pill | Claude | named |
| Korean skincare brands sold at Ulta | AI Overviews | not named |
| …17 more questions, with the verbatim answer and every source cited | ||