Monday, June 8, 2026

Beyond Benchmarks: Evaluating AI for Real-World Products

In 2013, I was working on fraud detection at State Compensation Insurance Fund, California’s largest workers’ comp insurer. We built a model that looked credible on paper; precision, recall, the numbers made everyone in the room happy. I pushed hard to ship it fast. Within weeks, the story changed. Fraudsters adapt. The patterns we’d trained […]

from
https://alltechmagazine.com/evaluating-ai-for-real-world-products/

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Beyond Benchmarks: Evaluating AI for Real-World Products

In 2013, I was working on fraud detection at State Compensation Insurance Fund, California’s largest workers’ comp insurer. We built a model...