AI Implementation
AI implementation for mid-market businesses
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91% Using AI. 11% Shipping. Which Are You?
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There are four stages of AI adoption: Experimenting, Piloting, Shipping, Compounding. This assessment helps you figure out where you are—and what it takes to move forward.
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What “Production-Ready AI” Actually Means
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91% of companies use AI. Only 11% have production systems. Here’s the checklist that separates demos from real deployments.
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Compounding Engineering: The 4-Step Loop
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Most engineering makes the next feature harder. Compounding Engineering flips the equation. The 4-step loop: Plan, Delegate, Assess, Codify. Each cycle makes the next one easier.
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Why 95% of AI Projects Fail (And What Mid-Market Companies Can Do About It)
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MIT research: 95% of AI pilots fail. 84% are leadership failures, not tech.