POC syndrome

POC syndrome is our name for the recurring pattern in which AI proofs-of-concept are funded, built, and demonstrated — but never given the ownership, integration work, operating model, or commercial commitment required to reach production. The demo succeeds; the system never exists.

Why it matters

The common industry explanation locates the failure in the buyer's maturity. Our reading, argued from the engagements we have seen, is structural: where a supplier's revenue is decoupled from production outcome, discovery is the well-rewarded phase and productionization is the part that quietly loses its budget. The two diagnoses lead to different next purchases — one buys another readiness engagement, the other asks what the vendor is contractually committed to ship.

Common confusion

POC syndrome is not an argument against prototyping. A paid discovery that ends in working code on real data is a prototype with aligned incentives; the syndrome is the prototype whose vendor was never structured to take it further.

Where we use it

The full argument is Why mid-market AI POCs fail to reach production; the pricing-model signal is Vendor pricing predicts production outcome.