What we’re learning from running thousands of prompt observations a month — written the way we write everything: sourced, conservative, and honest about what we can’t know. New notes as findings warrant, not on a content calendar.
The trade press is right that most AI visibility is fundamentals. A working inventory of what's genuinely new — and what's a rebrand with a markup.
The measurement vocabulary of AI visibility — citation share, mention share, consensus sets — defined precisely, with the benchmarks that separate strong from invisible.
Six things that actually move citation rates, one thing that doesn't, and the 80% disclosure every vendor should make before taking your money.
Ten buyer-intent prompts across five engines — your answer set, by email.