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Implementation · Aug 2026

From pilot to operating system: Four conditions for AI that lasts

A working demo proves technical possibility. Enterprise value begins when the system survives real users, real data, and real organizational constraints.

A real owner

A durable system has a business owner with authority over the workflow and a clear reason to improve it.

Production conditions

The product must work with the organization’s data, tools, controls, and exceptions — beyond the clean path shown in a demo.

Adoption by design

Training, feedback, measurement, and governance belong in the product plan from the start.