Brand Defense
Fixing 404s From ChatGPT Memory and Old AI Links
AI links age in private: saved threads and memory resurface dead URLs for months. The log audit, redirect map, and persistence rules that stop the bleed.
Lawrence Dauchy··10 min
AI Search Recovery
Collection Re-Styles Without Losing AI Visibility
Seasonal catalog turnover reads as amnesia to AI engines. The skeleton-and-skin architecture that lets fashion brands re-style without resetting trust.
Lawrence Dauchy··10 min