Measurement

Scores, sweeps, and proving that AI answers moved.

Share of answer is the new share of voice

Marketers have measured share of voice for decades. AI answers need the same discipline: a consistent metric, tracked over time, across all four engines. Here's how to build it.

July 25, 2026· 2 minMeasurement

An engine is wrong about your brand. Here's the correction workflow

Stale pricing, dead products, someone else's lawsuit — AI answers get facts wrong in predictable ways. A diagnosis-first workflow for actually fixing them.

July 22, 2026· 3 minGEO strategyMeasurement

Reporting GEO to clients: numbers that survive the boardroom

GEO reporting done badly is screenshots and vibes. Done well, it's a baseline, a trend, and receipts. A reporting structure agencies can put in front of skeptical clients.

July 19, 2026· 3 minAgency playbookMeasurement