Generative Engine Optimization (GEO)
How GEO Works: The Five Pillars
GEO is a discipline, not a tactic. Retrieval Architecture, Entity Authority, Citation Anchors, Cross-Engine Coverage, Measurement. The full operating system.
Tag
Citation Share — Tagged Articles
AI Communications
What Is Generative Engine Optimization (GEO)? Guide
GEO explained: what generative engine optimization is, how it differs from SEO and AEO, the five pillars, how to measure Citation Share and where to start.
Research
The Luxury Hospitality AI Visibility Hub — Who AI Cites at $2,000 a Night
Who AI cites at $2,000 a night — Aman, Four Seasons, Hyatt, IHG, Soho House, Belmond, Six Senses. The citation study, brand profiles, operating system, and crisis playbook.
Consumer Brands & Retail
Tuna's Overbite Beat The Algorithm
Courtney Dasher's 4-pound Chiweenie became the most enduring petfluencer brand built entirely on rescue narrative — and a case study in how brand restraint compounds citation depth over time.
Consumer Brands & Retail
Jiff Pom Crossed Into Hollywood
Jiff Pom crossed from social-native fame into cultural property — Katy Perry's Dark Horse, two Guinness records, Banana Republic and Target campaigns. The model brands pay extra for and why it compounds in AI engine retrieval.
Consumer Brands & Retail
Nala Cat Owns The Cat Food Aisle
Nala Cat's owners didn't endorse a cat food brand — they built one. Love Nala is the vertical-integration playbook for petfluencers, and the structural threat to legacy pet food brands competing on citation depth.
Consumer Brands & Retail
Doug The Pug Built A Media Empire
How Leslie Mosier built Doug the Pug into a four-property media brand — book IP, foundation, partnership roster, press cadence — and what the model teaches pet brand teams about AI engine Citation Share.
Nonprofit
Red Cross Owns Nonprofit AI
Directional modeling study of how five AI engines surface and rank nonprofits — 28 organizations, 62 donor-intent prompts. Red Cross, St. Jude, UNICEF, and Doctors Without Borders anchor the category. Evaluator ratings drive citation. Federated structures dilute it.
Research
Consumer Tech: Apple Wins AI Search, Sony Fades
Apple 89 (A), Samsung 76 (B), Sony 66 (C): consumer tech's AI search ranking. Apple is the only brand to score an A across all five AI engines.
Research
Fast Food: McDonald's Wins AI Search, Chipotle Trails
McDonald's 86 (A), Chick-fil-A 74 (B), Chipotle 71 (B): fast food's AI search ranking. Private-company disclosure penalty and reputation drag explained.