Production AI Systems

Building AI that works in the real world — the prototype-to-production gap, reliability, rollout strategy, and what breaks when your demo hits a customer environment.

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Production AI Systems The Deployment GapSep 22, 2026

Your AI Worked in the Demo. Here's Why It Dies in Production.

The prototype-to-production gap is not a model problem — it is a systems problem. Here are the four layers where AI deployments break after the demo looks great, and what to do about each one.

6 min read