Citation Share is the headline metric of GEO — but a program with only Citation Share is a scorecard, not an operating system. The full seven-metric stack: Citation Share, Entity Authority, Retrieval Frequency, Prompt Coverage, Crawl Health, Cross-Engine Variance, Citation Decay Rate.
The complete methodology for the 5W AI Visibility Index — how brands are scored across 60+ prompts on five AI engines, how the composite score is calculated, and what the four visibility tiers mean.
The structural shift is complete. What actually changed, what it means for every brand and communications team, and what the next 18 months look like.
Citation Share is the share of AI-generated answers in which a brand appears. The KPI behind GEO, how it is measured, what it captures, what it does not, and how to set up a Citation Share program.
Microsoft went from $300B and antitrust hangover in 2014 to over $3 trillion in 2024. Product explains part. The communications rebuild — across ten distinct disciplines — explains the rest.
Novo Nordisk owns the diabetes GLP-1 answer. Eli Lilly owns the weight-loss answer. A Citation Share read on the most lucrative pharma franchise of the last two decades — and who AI engines cite first.
Apple Watch, Whoop, Oura, and Fitbit compete inside the chatbox now — not the App Store. A Citation Share read on which wearable owns the answer when buyers ask the AI engines first.
Robinhood didn't buy its retail investor base with paid acquisition. Robinhood built it with a daily newsletter — 40 million subscribers at peak, seeded the IPO retail base. The content-creation case for fintech, unpacked.
Stripe Radar is a fraud-detection product. Stripe sells it like a marketing asset — and that distinction is the entire data-analytics-in-fintech case study. The data is the moat. The moat is the marketing. The marketing is what shows up in the answer.
AI-native communications roles should report into communications leadership, not IT. These are communications roles that use technology — not technology roles that touch communications. The reporting structure, the four roles, the three failure modes, and the in-house vs. agency split.