AI Agents
Decision Architecture
Semantic Layer, Ontology, Context Layer: Why You Need All Three Before Agents Touch Your CDP or Data Cloud
Semantic layer, ontology, and context layer are not the same thing. They solve meaning, agreement, and memory, and the decisioning loop only closes when your stack has all three before agents act on your data.
Composable CDP
Composable Audience Graphs 101
How to build identity + enrichment + signals + activation + measurement without getting trapped in data vendor models Your media team just spent $50K scaling "AI" audiences… and a chunk of that spend chased people who had already bought. Your suppression lists are stale. Meta is crushing it, Google
GTM Decision Intelligence
From Agent Chaos to AI Coworkers: Introducing iWorkers for Marketing Ops, ABM & Performance Marketing
iWorkers: AI Coworkers for Marketing Ops, ABM Performance Marketing