Why most AI strategies fail in the first 90 days
The pattern's always the same. Companies skip the prerequisites and wonder why the pilot failed.
Every company is building an AI strategy right now. Most will fail.
Not because the AI doesn't work. Because they skip the prerequisites.
Here's the pattern. A leadership team sees a new capability and gets excited. A chatbot, an automation workflow, a recommendation engine. They greenlight a pilot. The pilot runs. Results underwhelm. Leadership concludes AI is overhyped, the initiative stalls, and the window closes.
What actually happened: the pilot ran on incomplete data, with no defined success metric, owned by nobody, with no clear path from demo to production. The AI worked exactly as designed. The surrounding infrastructure didn't.
AI creates real value for businesses that are ready to receive it. The question is whether you're building the runway before the plane arrives.
What you actually need first
Clean, accessible data. The model's only as good as what you feed it. You also need someone whose job it is to own AI decisions, set the guardrails, and be accountable when something goes wrong. And you need a problem statement specific enough that you'd know if you'd solved it. 'Use AI to improve X' doesn't count.
What the e-commerce parallel taught me
I watched this same pattern play out during the e-commerce inflection in the early 2000s. Companies rushed to build online stores without thinking about fulfillment, inventory, or what happened after the click. The technology worked fine. The operations around it didn't. The companies that won weren't necessarily first. They were prepared.
The 90-day question
Before you launch an AI initiative, ask: What specific decision or process are we improving? What data does that require, and do we have it? Who owns this when the pilot ends? What does success look like in concrete terms? If you can't answer all four clearly, the 90 days will teach you why they matter.
Written by
Adam Roozen
Strategic Advisor. AI Strategy, Digital Commerce, Technology Transformation
Nearly 30 years of operating experience · Walmart · Sam's Club · Echidna
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