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February 24, 2025

Escaping AI Pilot Purgatory

Endless demos do not create value. Production AI needs owners, data contracts, and rollback paths.

Many firms run parallel AI pilots that never meet production standards for security, reliability, or change control. Leadership then assumes AI “does not work here.”

Ship a narrow outcome, then scale

Pick one workflow with measurable pain, define success metrics, secure the data path, and put a named product owner in charge. Build evaluation and human approval where mistakes are costly.

Kill pilots that cannot state a production date and an owner—capacity is finite.

Javan Informatics Group helps organizations turn these priorities into governed, operable programs—not one-off projects.