Q4 2025 BENCHMARK
Top 25% AI Adoption-Active Engineering Teams
Explore organizations leading in AI adoption, productivity, code quality and see the tools behind their success.
All metrics derived from Exceeds AI's continuously updated dataset of open-source and verified enterprise code activity.
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 | Team/Company | AI Adoption | Productivity | AI Quality |
|---|---|---|---|---|
1 | V vmware.com | 90% | 1.09x | 20% |
2 | F fb.com | 88% | 1.09x | 21% |
3 | N naver.com | 86% | 1.46x | 20% |
| 4 | M mail.utoronto.ca | 82% | 0.94x | 19% |
| 5 | N noesya.coop | 80% | 1.74x | 87% |
| 6 | N newrelic.com | 80% | 1.59x | 71% |
| 7 | N navgurukul.org | 79% | 1.35x | 17% |
| 8 | M macports.org | 79% | 1.23x | 17% |
| 9 | O openjdk.org | 78% | 1.29x | 17% |
| 10 | T tier4.jp | 78% | 1.67x | 17% |
You can see more details about each team/company by opening this page on a wider screen.
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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 | Tool Used | Engagement |
|---|---|---|---|---|
1 | V vmware.com | 90.0% | Copilot | 82 Contributors |
2 | F fb.com | 88.3% | Continue Cursor | 245 Contributors |
3 | N naver.com | 86.0% | Copilot OpenAI (GPT) Cursor | 808 Contributors |
| 4 | M mail.utoronto.ca | 81.8% | No tools | 35 Contributors |
| 5 | N noesya.coop | 80.2% | No tools | 5 Contributors |
| 6 | N newrelic.com | 80.1% | Cursor Google (Gemini) | 125 Contributors |
| 7 | N navgurukul.org | 79.4% | Cursor | 8 Contributors |
| 8 | M macports.org | 78.7% | Google (Gemini) | 11 Contributors |
| 9 | O openjdk.org | 78.4% | Cursor | 291 Contributors |
| 10 | T tier4.jp | 78.0% | No tools | 28 Contributors |
You can see more details about each team/company by opening this page on a wider screen.
Engineers Index
Individual contributors tracked across public and private datasets
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Organizations Analyzed
Engineering orgs benchmarked across 5 industries
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Lines of Code Scanned
Commits analyzed for AI usage and performance metrics
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EXCEEDS AI
Join 500+ verified teams showcasing their AI stack.
Every verified team appears on the Community Leaderboard and earns an Exceeds Score boost.