Insights

Notes on AI Discovery

Practical writing on how brands get found, trusted, and chosen by AI. No hype, no filler.

Find out where you stand

When a buyer asks an assistant who to work with, it names two or three companies and moves on. The audit puts the questions your buyers actually ask to all five AI platforms, scores you on the five things a model weighs before it cites anyone, and shows you which competitor is named in your place. You get the gap and the order to close it in, five business days from briefing.