The dated record of who AI names
Public Works: appeared in AI answers 15 of 68 days
Liberty MO, backflow testing and repair. Daily record 2026-09-07 to 2026-10-11. Engines whose answers contained this entry: ChatGPT. Status on 2026-10-11: still appearing. This entry is a term, tip or tool, not a local business, so there is no badge and no business page. Page regenerated from the file.
What this row is. Every day Namebeam sends the buyer question for backflow testing and repair in Liberty MO to Perplexity (search), and Gemini, ChatGPT and Claude by API without web browsing, and keeps the full answer, hashed. On 15 of the 68 days checked, at least one of those answers contained "Public Works". It stays in the record because it appeared in answers, not because it is a business. This page is not indexed by search engines.