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 | F fb.com | 86% | 1.06x | 20% |
2 | N naver.com | 82% | 1.38x | 19% |
3 | T tigergraph.com | 72% | 0.90x | 16% |
| 4 | P pantacor.com | 66% | 0.72x | 14% |
| 5 | L lshtm.ac.uk | 63% | 1.28x | 14% |
| 6 | B beehyv.com | 62% | 0.83x | 13% |
| 7 | L launchdarkly.com | 60% | 0.76x | 13% |
| 8 | L live.jp | 56% | 0.63x | 12% |
| 9 | S squareup.com | 55% | 1.03x | 46% |
| 10 | Y ya.ru | 46% | 0.88x | 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 | F fb.com | 85.8% | Continue Cursor | 245 Contributors |
2 | N naver.com | 81.5% | Cursor Copilot | 807 Contributors |
3 | T tigergraph.com | 71.9% | Copilot | 23 Contributors |
| 4 | P pantacor.com | 65.9% | No tools | 6 Contributors |
| 5 | L lshtm.ac.uk | 62.6% | No tools | 5 Contributors |
| 6 | B beehyv.com | 62.2% | CodeRabbit | 27 Contributors |
| 7 | L launchdarkly.com | 60.1% | No tools | 27 Contributors |
| 8 | L live.jp | 55.9% | No tools | 10 Contributors |
| 9 | S squareup.com | 54.8% | Anthropic (Claude) | 103 Contributors |
| 10 | Y ya.ru | 45.8% | No tools | 59 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.