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Concept

The Production Gap

The chasm between an AI pilot that works and an operating model that delivers value — the organisational second gap where most pilots stall before ROI.

Also: production gap · pilot-to-value gap · proof of production

The Production Gap is our term for the chasm between an AI pilot that works and an operating model that actually delivers value. There are two gaps, not one: idea → working demo, which AI has made almost trivial to cross, and demo → changed, value-producing production, which is exactly as hard as it has always been because it is organisational. Pilots are everywhere precisely because the first gap is cheap; ROI is rare because the second is not.

The underlying error is scoping a pilot as a Proof of Technology (can the model do it?) when ROI depends on a Proof of Production (does it change the workflow, who owns the last mile, what P&L line does it move?). It sits alongside the conviction-gap — that one is about whether an idea is worth building at all; this one is about why a worthwhile, working pilot still fails to deliver value. The depth treatment is Why AI Pilots Stall Before ROI.