fortune.com
From pilot to production: how governance, data access, and enterprise outcomes determine AI scaling
Tech News••
1 min read
Published by AINave Editorial • Reviewed by Ramit
TL;DRAI pilots often succeed in testing but stall when scaled. A Fortune Brainstorm Tech roundtable featuring Amgen, Salesforce, and Thomson Reuters highlights governance, data access, and measurable outcomes as the keys to moving from pilot to production.
An AI project can shine in a pilot yet struggle to scale. The Fortune Brainstorm Tech roundtable with leaders from Amgen, Salesforce, and Thomson Reuters emphasizes that the bottlenecks are not always the models but the organizational groundwork surrounding them. Tight governance on which pilots advance, a clear focus on enterprise outcomes, and upfront data readiness are repeatedly cited as the critical gates to production. For agentic AI, understanding the full workflow and ensuring documentation exist before deployment is essential to avoid misaligned expectations. Early discovery of data needs, privacy considerations, and security requirements helps set scalable deployments up for success. The discussion also underlines the need for cross-functional sponsorship across finance, technology, and HR to ensure a project can deliver a measurable enterprise impact rather than merely technical novelty. See the full Fortune Brainstorm Tech discussion for context and nuance: Fortune Brainstorm Tech roundtable.
Sources
- Getting past the pilot: Why so many AI test projects have trouble scaling
- Scaling AI Projects: Why Business Pilots Fail to Grow
- Getting past the pilot: Why so many AI test projects… - inkl
- Getting past the pilot: Why so many AI test projects have trouble ...
- Why So Many AI Pilots Stall—And What You Need To Scale - Forbes
- Getting past the pilot: Why so many AI test projects have trouble scaling
- The one metric that explains why so many AI pilots never get off the ground
- A New Report Reveals Why So Many AI Projects Are Failing to Launch in Supply Chains
- AI Pilot Theater: Why Enterprise AI Pilots Fail to Scale
- Activity Recognition: What an Early Video Analysis Pilot... | Omnit
- Most AI transformations never move beyond pilots I just read that 𝟵...
- Why so many people go missing in the Appalachian... - YouTube
- Getting past the pilot: Why so many AI test projects have trouble scaling
- Why so many AI pilots never make it to production
- The One Metric That Explains Why So Many AI Pilots Never Get Off the Ground