Your AI Pilot Nailed the Demo. Here's Why It Will Never Make It to Production

You shipped the demo. The model worked. The stakeholders clapped.

That was six months ago.

Where's the pilot now? Still "in progress." Still sitting in a repository nobody's opened since launch week.

If you're an engineer or a technical founder, you've lived this. Maybe more than once.

Here's the part that should bother you: it's not a fringe outcome. RAND Corporation found that more than 80% of AI projects fail to reach production, roughly twice the failure rate of non-AI software projects.

So if your PoC is stuck, you're not bad at this. You're statistically normal.

The interesting question isn't why AI pilots fail. It's why they fail in the same order, at the same stage, regardless of stack, team size, or which model API is doing the work.

That's what this piece digs into. Not the model. The stuff around it that nobody sizes or owns, until it's the...

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