Top AI-Active Engineering Teams · Q4 2025 Benchmarks
Explore organizations leading in AI adoption, productivity, and code quality — and see the tools behind their success.
Individual contributors tracked across public and private datasets
Engineering orgs benchmarked across 5 industries
Commits analyzed for AI usage and performance metrics
All metrics derived from Exceeds AI's continuously updated dataset of open-source and verified enterprise code activity.
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Company Leaderboard — Top Quartile Companies
Organizations in the top 25% for AI adoption and productivity metrics. Click any company to view their full report.
| Rank | Company | AI Adoption | Productivity | Quality |
|---|---|---|---|---|
| # 1 | umich.edu | 92% | 1.69x | 21% |
| # 2 | sil.org | 91% | 1.95x | 20% |
| # 3 | nvidia.com | 90% | 1.40x | 28% |
| # 4 | amd.com | 89% | 1.17x | 21% |
| # 5 | naver.com | 89% | 1.52x | 21% |
| # 6 | swmansion.com | 88% | 1.60x | 48% |
| # 7 | proton.me | 86% | 1.46x | 48% |
| # 8 | apple.com | 85% | 1.29x | 22% |
| # 9 | redhat.com | 84% | 1.43x | 26% |
| # 10 | mit.edu | 81% | 1.59x | 42% |
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Community Leaderboard — Verified AI Teams and Stacks
Teams that verify their profiles and connect repos earn an Exceeds Score. The more commits and tool data shared, the higher the score.
| Rank | Team/Company | Exceeds Score | Tools Used | Engagement |
|---|---|---|---|---|
| 🥇 | umich.edu | 91.7 | Pieces CodeRabbit | 148 contributors |
| 🥈 | sil.org | 91.1 | CodeRabbit Continue | 48 contributors |
| 🥉 | nvidia.com | 89.5 | Anthropic (Claude) Copilot Cursor | 932 contributors |
| #4 | amd.com | 89.1 | Grok (xAI) Copilot | 697 contributors |
| #5 | naver.com | 89.1 | Copilot OpenAI (GPT) Cursor | 808 contributors |
| #6 | swmansion.com | 88.0 | Cursor Copilot | 47 contributors |
| #7 | proton.me | 86.2 | Google (Gemini) CodeRabbit | 909 contributors |
| #8 | apple.com | 85.0 | OpenAI (GPT) Cursor | 393 contributors |
| #9 | redhat.com | 84.0 | Google (Gemini) Anthropic (Claude) | 2024 contributors |
| #10 | mit.edu | 80.7 | Zed Cursor | 78 contributors |
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