SMRTR ProgrammingSep 15, 2025Docker Engineering

The Nine Rules of AI PoC Success: How to Build Demos That Actually Ship

SMRTR summary

The Nine Rules of AI PoC Success provides a practical approach for creating AI proofs-of-concept that can transition to production. It debunks the "95% failure rate" myth, explaining that most AI POCs fail due to being designed as disposable demos. Key recommendations include using "remocal workflows," starting small, designing for production early, and addressing real business problems. The approach emphasizes cost tracking, clear ownership, and user involvement, prioritizing solid engineering over sophisticated models.

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