A four-minute briefing, prepared for one reader. We tested it. Here is what we found — and the one move that protects you.
When someone evaluates your category, they increasingly ask an AI first. In seconds it decides what kind of company you are — and quietly builds the shortlist. If it files you wrong, you are never on the list. No lost deal. No conversation. Just absence.
OBSERVED · not confirmed by the client · not measured movement · not legal advice.
Not opinions. Controlled, neutral prompts — the kind a real buyer would type — run as a repeatable battery and archived probe by probe. Every claim on the next screens traces back to a recorded answer you can audit.
One clean surface is reassuring, not conclusive. Two of three surfaces are still dark, and the uncertainty band is wide.
Inference from output behavior only. Not a claim about model internals.
One change. Specific. Testable. Not a broad content strategy, not a rebrand — a single crawlable proof point, then a controlled re-test.