Strategy
8 posts
Fixing Wrong AI Citations: The Coordinated Reset Playbook
When AI engines cite the wrong facts about your brand, the fix isn't a single content update. It's a coordinated reset across model memory, retrieval index, and…
last weekPillar Content Is a Citation Moat, Not a Ranking Asset
Pillar pages built for AI search engines compound differently than SEO hubs. Engineered correctly, they become canonical sources LLMs return to — until refresh …
2 weeks agoThe YMYL Citation Gate: Why Health, Legal, and Finance Need a Different GEO Playbook
AI engines apply a heavier trust filter on YMYL queries — health, legal, and finance — because the liability of a wrong answer outweighs the value of any single…
last monthFive Surfaces B2B SaaS Teams Must Engineer to Win AI Citations
B2B SaaS buying decisions are now drafted inside ChatGPT, Perplexity, and Gemini before sales ever enters the conversation. Here are five surfaces — comparison …
last monthHow E-commerce Stores Become Citable Sources in AI Search
AI search engines answer shopping queries by quoting structured product data, not by ranking keyword pages. Here's how e-commerce sites earn citations on ChatGP…
2 months agoRanking #1 in Maps Won't Get You Cited by ChatGPT
Local SEO and local AI visibility are different disciplines. You can dominate the map pack and still be invisible inside ChatGPT, Perplexity, and Google AI Over…
2 months agoYour GEO Score Is Lying: Why GEO Needs a Four-Tier Metric Stack
A single 'GEO score' hides more than it reveals. Here's the four-tier framework — visibility, citation quality, reference authority, conversion — that AI search…
3 months agoAI Brand Reputation Management: When the Answer Engine Becomes the Critic
AI search engines now mediate brand perception by generating direct answers that can misrepresent, omit, or hallucinate about you. Here's a practitioner's playb…
3 months ago