Kevin Mcgrath

Co-Founder & CEO Meibel

Generative AI Week 2025 Day One Conference: Tuesday, November 11 2025

11:55 AM Presentation: Six Pitfalls of Bringing AI to Production And How to Avoid Them

AI teams spend months building prototypes that never make it to production. The problems start early. Data is unstructured and inconsistent. Outputs can’t be validated. There’s no shared way to measure quality or control behavior at runtime. By the time a demo works, scaling it safely is nearly impossible. This session breaks down the patterns behind those failures and shows how to fix them. We’ll walk through a live build using Meibel to show how structured ingest, performance scoring, and runtime control turn brittle prototypes into dependable systems. Attendees will leave with a clear framework for identifying what’s breaking in their own stacks and what matters most when scaling AI across their organization.

Check out the incredible speaker line-up to see who will be joining Kevin.

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