AI adoption is a capability problem, not a tooling choice. Skipping the four stages (experiment, pilot, deploy, govern) is why SMB efforts stall in abandoned tests.

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A four-stage AI adoption framework for growing companies: experiment, pilot, deploy, govern. What each stage requires and where adoption stalls. Back to Blog / ai adoption framework An AI Adoption Framework for SMBs: From First Pilot to Standing Governance Kamyar Shah · May 10, 2026 · 5 min read Every company is somewhere on the AI adoption curve, whether leadership placed it there or not. The useful question is not “should we adopt AI” but “what stage are we actually in, and what does this stage require before the next one works.” Most adoption advice skips that question. It jumps straight…

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