# Microsoft automates Copilot evaluation datasets, estimates $300,000 in savings

_Published Friday, October 30, 2026 at 9:18 AM EDT · AI · Latest · Tier 2 — Notable_

![Microsoft automates Copilot evaluation datasets, estimates $300,000 in savings — Primary](https://www.microsoft.com/en-us/research/wp-content/uploads/2026/10/FromSyntheticEnterprise-TWLIFB-1200x627-1.jpg)

Microsoft says it has deployed a system for generating synthetic enterprise data as a standardized Copilot evaluation baseline in an internal shared catalog. It estimates savings of approximately $100,000 per evaluation dataset and $300,000 in total project savings, replacing a multi-day manual process with automated runs.

The system creates simulated workplaces with hundreds of users, communication histories and industry-specific workflows across pharmaceutical, capital markets and IT/software environments. Public occupational data, job postings and SEC filings inform the simulations; no customer data enters the pipeline. Automated tools generate and validate questions against those environments. The reported 39% quality improvement measures synthetic data against Microsoft's initial generation approach, rather than Copilot's performance.

## Sources

- [Microsoft Research](https://www.microsoft.com/en-us/research/blog/from-synthetic-enterprise-data-evaluations-to-real-microsoft-copilot-ai-confidence/)

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Canonical: https://techandbusiness.org/newswire/XJ2bIUZeeM2uGWtVg84M60
Published: 2026-10-30T13:18:29.879Z
Story chronology: 2026-10-30T13:05:28.000Z
Retrieved: 2026-10-30T15:37:02.922Z
Publisher: Tech & Business (techandbusiness.org)