POC syndrome

POC syndrome is the structural pattern in which AI proofs-of-concept get budgeted, built, demonstrated — and abandoned before production. The dominant industry explanation blames the buyer's maturity. The structural reading is different: as long as a supplier's revenue is decoupled from production outcome, discovery is the most profitable phase of an engagement, and the production phase is the one that quietly gets descoped.

Why it matters

A buyer who accepts the maturity diagnosis buys another readiness engagement; a buyer who sees the incentive structure asks a different question at the next signature — what is this vendor paid to commit to, and what artifact will they ship.

Common confusion

POC syndrome is not an argument against prototyping. A paid two-week 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.