The seven steps from AI tool adoption to an agentic org
alex_verem · x · 2026-08-26
A widely shared framework post lays out seven stages for a company to evolve from tool adoption to an agentic organization — and argues most companies sit on step one while shopping for step-seven technology.
- Step 1: Tool adoption — AI tools exist across the org, but humans run each one; when someone goes on vacation, the workflow goes with them.
- Step 2: Context layer — per-department knowledge graphs behind separate API gateways, keeping agents from hallucinating across departmental boundaries.
- Step 3: Harness engineering — build evaluation criteria, routing logic, and quality gates before picking a model.
The kicker: what most companies lack is not step-seven tech but step-four discipline.
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