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Deploying AI from pilot to production

Deploying AI from pilot to production

Photo: Claude Blog

A successful AI pilot doesn’t guarantee successful deployment to the rest of an organization. According to Accenture’s Pulse of Change report (July 2026), only 23% of C-suite leaders report having achieved sustained, enterprise-wide impact with AI initiatives. Pilots are designed for success. Teams are handpicked, often selected for enthusiasm and capability, and work on a defined scope with clear timelines. Pilot budgets are often protected, with insulation from normal organizational dynamics. This makes pilots unrepresentative of the conditions under which AI programs run in production.

Published by Claude Blog. This page is a short excerpt; the full text is theirs.

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