Independent AI intelligence · original research · sources first

AI systems, discovery and advertising — before the market turns noise into certainty.

Original research and verified evidence on AI systems, ChatGPT Ads, GEO, AI Search, AI product/UX/UI and the changing infrastructure of discovery and decision.

Evidence snapshot

Availability is a fact. Performance is a different evidence state.

The current evidence layer records official availability and product change without pretending that access, inventory, delivery or business outcomes are the same thing.

9

Ads Manager markets marked Available

31

markets marked Coming Soon

Primary-source linked

Every sensitive state is tied to source, date and editorial boundary.

Authority backbone

Research → evidence → Lorenza → media or commercial decision.