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Cognitive Revolution · July 20, 2025 · 70m

Enterprise AI Agents: What Actually Works

A practitioner's guide to which AI agent patterns are actually working in enterprise settings versus which remain vaporware, based on dozens of conversations with deployment teams.

Canon

The most successful enterprise AI agent deployments succeed not because of smarter models but because of better-designed operating environments: clear APIs, structured data, defined success criteria.
Teams that wait for perfect AI agents never deploy. The courage to ship imperfect systems with human oversight loops produces more learning than endless prototyping.