Depth, not generic tips. Frameworks, formulas and operator notes on Generative Engine Optimization, AI Overviews, entity engineering and reputation engineering — written from 20+ years of operator practice.
The Knowledge Panel is the visible symptom of a verifiable entity-trust foundation. The playbook plus Wikidata properties, post-deletion recovery and a live Google-panel case.
Google AI Mode · Multi-Turn Search · DE sourceAI Mode is not AI Overviews. Multi-turn conversation across up to 30 follow-up turns, fan-out with 8-20 sub-queries, different source preferences.
Agent SEO · MCP · x402 · ACP · DE sourceFour protocols (MCP, ACP, x402, AGNTCY), schema stack, 90-day roadmap to agent readiness — before conversion drift sets in.
Entity SEO · Personal Brand · DE sourceBeyond personal branding — the structured, technical process of brand-building for people, with Wikidata anchor and entity-density formula.
Online Reputation · Data Engineering · DE sourceOnline reputation in 2026 is data engineering — not PR craft. Entity-sentiment vectors, co-occurrence matrices, LLM training data recurrence.
B2B · AI Search · DE sourceThe 41% panic holds for B2C — for B2B, AI Overviews are strategically positive. With a lead-quality formula and a 90-day playbook.
International · Content Architecture · DE sourceWhy 15 language markets must not mean 15 entities — the four-layer model for global brand coherence.
ChatGPT · DE sourceHow content is selected, cited and surfaced inside ChatGPT. Concrete signals, not vibes.
Perplexity · DE sourceSource preferences, citation behaviour, on-page signals.
AI Overviews · DE sourcePassage-level citability, query-fan-out, source diversity.
Claude · DE sourceHow Anthropic's models select and cite sources.
Gemini · DE sourceGoogle's multimodal model and its citation logic.
AEO · DE sourceThe discipline that gave rise to GEO — still relevant today.