CHATRANK · THINKING

Thinking

In-depth analysis of how AI engines shape B2B market perception — and what's actually reproducible.

ESSAY · JULY 4, 2026

Is AEO Built on Sand? The Probabilistic-Engine Question

AI engines are probabilistic — the same prompt can return different answers. Whether AEO is a real discipline or a foundation that shifts every time you measure it.