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Microsoft explains synthetic enterprise testing for Copilot

Microsoft Research · 30 Oct 2026

Microsoft Research describes how it evaluates Copilot using synthetic enterprise environments rather than customer data. Its Industry Evaluation Data Generation Platform combines simulated organizations, automated query generation and quality checks.

Public occupational data, job postings and SEC filings inform realistic roles and business structures.

The examples cover pharmaceuticals, capital markets and software development, including evolving meetings, messages and projects. Microsoft uses these environments to identify workflow-specific issues that generic benchmarks can miss.

The publication explains an evaluation methodology; it does not announce a new purchasable service.

Partner briefing

What it is

Microsoft published its enterprise Copilot evaluation methodology.

What’s changing

Synthetic workspaces and automated queries model industry-specific workflows.

Why it matters

The approach supports repeatable evaluation without using customer data.

Who it affects

Teams evaluating enterprise AI reliability and privacy.

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