Cloudflare has moved AI Search namespaces from theory into day-to-day operations. Wrangler now exposes namespace management, and the docs lay out concrete patterns for tenant isolation, chunking, path filtering, and website ingestion. Rollout is easier to automate, but bad scoping decisions will now scale with it.