Send the answer that misread your business

I start with prompt records in Thai and English, then compare the answer against public sources. I look for the city signal that failed: spelling, address, station, district, branch, audience, accreditation, hours, menu, ownership, or venue relationship. After that I write a correction plan that the business can actually publish.

I usually work with Bangkok hotels, clinics, restaurants, spas, bars, schools, visa services, and visitor-facing service businesses. I am especially useful when a business has strong local recognition but weak or confused English visibility in AI answers. Branch-based businesses are a good fit.

I usually reply within three working days. If the request is sensitive, I may ask for the exact prompt text and screenshots before saying whether I can take it on. I do not diagnose a visibility problem from a business name alone.

I work through written notes, prompt records, source review, and correction recommendations. For focused questions, I may give a short audit of one business, venue, clinic, or branch. For ongoing work, I observe the same answer patterns and track whether the public correction language is being picked up.

Focused audits usually range from $1,800 to $7,500. Observation and correction support usually runs from $900 to $2,800 per month. The cost depends on how many query languages, branches, services, and source conflicts need to be checked.

I do not publish negative claims about named Bangkok businesses as case studies. If an error is useful for public learning but sensitive for the operator, I turn it into a composite and keep the city pattern intact. The point is to show the signal failure, not shame the business.

I do not take reputation attacks, fake-review projects, mass directory spam, or attempts to bury accurate public information. I also avoid legal, medical, or regulatory claims that need a licensed professional’s judgment. My work is about public-language clarity and AI answer evidence.