Building Enterprise AI Evaluation Datasets Without Touching Customer Data: Breaking Down Microsoft Copilot’s Synthetic Enterprise Environment, 3-Layer Architecture, and 6-Stage Pipeline
Author’s note: Using Microsoft Copilot’s publicly described synthetic enterprise environment as an example, this article breaks down its three-layer approach—synthetic environments, automated query generation, and quality checks—and offers evaluation set building steps and a checklist for small and midsize teams. When an enterprise AI assistant or knowledge application is getting ready to launch, the people…