AI Pilot (Proof of Concept)
An AI pilot is a small, time-boxed test of an AI use case before a full rollout. The trap is that pilots are easy and production is hard — a demo that works with a few users often dies on the way to scale, which is why so many never show ROI.
Also known as: proof of concept, AI POC
A pilot proves a model can do the task once, in controlled conditions, for a few users. It’s the right first step — and a deceptive one, because the gap between a working pilot and a production system is where the cost and difficulty actually live: integration, data cleanup, evaluation, governance, and the ongoing expense of running it.
That gap is why “95% of AI pilots fail to show ROI”-style findings keep recurring. The fix isn’t more pilots; it’s treating the pilot as the start of a path to production with a defined success metric and a budget for the whole lifecycle, not a demo you celebrate and then can’t scale.