Consultant maps seven steps from tool adoption to agentic org — most companies are stuck on step one
alex_verem · x · 2026-10-26
AI implementation consultant Marde Haym outlines seven stages for companies moving from tool adoption to an agentic organization: (1) tool adoption, where workflows die when a developer closes their laptop or goes on vacation; (2) a context layer with per-department knowledge graphs behind API gateways to stop agents hallucinating across domains; (3) harness engineering — building eval criteria, routing logic and quality gates before picking a model, and onward to full agentic operation. His core take: most companies sit on step one while shopping for step-seven technology; what they actually need is step-four discipline.
Related event: Seven-stage roadmap to becoming an agentic organization(2 posts)→
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