From Document to Evidence: What Happened When Google AI Mode Found the 3LA Entity Map in 48 Hours

Av Nickolass Jensen · · 11 min · entity-first architecture, ai retrieval systems, knowledge graphs

When we published the entitymap page on June 5th — a knowledge graph built specifically for AI retrieval systems to understand — something happened that vindicated everything we've been building toward. Within 48 hours, Google AI Mode was pulling accurate, multi-section responses with correct citations. This piece documents exactly what we saw, why the entity-first architecture made it possible, and what it means for how AI systems will read the web going forward.

EntityMap — the 3LA knowledge graph Every concept, tool, metric and actor in the Three-Layer Approach, mapped as a connected ontology. Drag to explore, click a node to read it.

When we published the entitymap page on June 5th — a knowledge graph built specifically for AI retrieval systems to understand — something happened that vindicated everything we've been building toward. Within 48 hours, Google AI Mode was pulling accurate, multi-section responses with correct citations. This piece documents exactly what we saw, why the entity-first architecture made it possible, and what it means for how AI systems will read the web going forward.

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