Microsoft builds synthetic enterprise environments to evaluate Copilot without touching customer data
Microsoft Research · rss · 2026-10-30
Microsoft Research detailed its Industry Evaluation Data Generation Platform: to evaluate Microsoft Copilot at enterprise scale without ever using sensitive customer data, the team grounds full-scale synthetic enterprise environments in public sources — the U.S. Labor Department's ONET occupational database, online job postings, and SEC filings.
Key design points:
- Each synthetic environment is a "tenant" with realistic users, meetings, emails, documents, and org structures — and they are dynamic, time-evolving organizations (meeting histories, project timelines, weeks-long email threads), essential for time-aware queries like "What did the team decide last Thursday?"
- Three industry environments were generated: pharmaceutical (regulatory submissions, clinical trials), capital markets (deal pipelines, compliance), and an IT/software company (sprint planning, code reviews).
- A six-stage automated pipeline turns generic workplace task ideas into industry-specific, natural-sounding queries grounded in the environment's data, validated for accuracy and uniqueness.
- A semantic quality framework and automated content-safety checks keep data free of harmful or personally identifiable material.
The goal is the first standardized evaluation baseline for Copilot, surfacing domain-specific failure modes generic benchmarks miss.
More from coding & agent
- Dev ditches GitHub Actions for Celesto CI, saves $1,000 — aniketmaurya · 2026-10-31
- Scratching His Own Itch: Dev Turns Unreliable Social APIs Into ReachSocial.dev — FewScarcity6957 · 2026-10-31
- Microsoft's ScholarEvolve evolves agent harnesses with frozen models, +14 points on AppWorld — jiqizhixin · 2026-10-31
- Team uses Gemini as a subagent for tricky architecture and system design problems — AccBalanced · 2026-10-31
- Toska: Open-Source Krita Fork With an Agentic AI Painter for Under $7/Month — yawk-ra · 2026-10-31
- 'Don't use tools you can't fully control': OpenClaw pitch sparks agent autonomy debate — heyneighbor · 2026-10-31