Top 25 AI Benchmark Platforms & Model Leaderboards in 2026
Compare the best AI benchmark platforms, coding AI leaderboards, multimodal AI evaluation systems, reasoning benchmarks, and open-source LLM ranking websites.
| Rank | Leaderboard | Category | Best For | Website |
|---|---|---|---|---|
| 1 | LMSYS Chatbot Arena | Human Preference Benchmark | Blind LLM voting system | Visit Website |
| 2 | Arena.ai | Multi-Modal Arena | Text, image, webdev AI | Visit Website |
| 3 | Artificial Analysis | AI Performance Benchmark | Speed and pricing analysis | Visit Website |
| 4 | Vellum AI | Enterprise Benchmark | Production AI evaluation | Visit Website |
| 5 | BenchLM | Benchmark Aggregator | Cross-benchmark comparison | Visit Website |
| 6 | SWE-bench | Coding Benchmark | GitHub issue solving | Visit Website |
| 7 | Kilo.ai | Coding AI Leaderboard | Developer workflow testing | Visit Website |
| 8 | LiveCodeBench | Competitive Coding Benchmark | Fresh coding problems | Visit Website |
| 9 | Aider AI | Code Editing Benchmark | Repository editing | Visit Website |
| 10 | BFCL | Function Calling Benchmark | API tool execution | Visit Website |
| 11 | GAIA Benchmark | AI Agent Benchmark | Autonomous workflows | Visit Website |
| 12 | Epoch AI | Capability Tracking | Frontier AI analysis | Visit Website |
| 13 | FrontierMath | Math Benchmark | Advanced reasoning | Visit Website |
| 14 | GPQA | Science Benchmark | Graduate reasoning | Visit Website |
| 15 | Humanity's Last Exam | Advanced Reasoning | Cross-domain intelligence | Visit Website |
| 16 | MATH-500 | Math Reasoning | Logical proofs | Visit Website |
| 17 | AIME | Olympiad Benchmark | Competition math | Visit Website |
| 18 | ARC-AGI | AGI Benchmark | Pattern abstraction | Visit Website |
| 19 | Video-MME | Video AI Benchmark | Video reasoning | Visit Website |
| 20 | LMMs-Eval | Vision-Language Evaluation | Multimodal testing | Visit Website |
| 21 | OpenVLM | Vision AI Leaderboard | OCR and visual reasoning | Visit Website |
| 22 | Hugging Face Open LLM Leaderboard | Open LLM Benchmark | Open-source AI ranking | Visit Website |
| 23 | Vellum OS | Open-Weight Benchmark | Latency and cost tracking | Visit Website |
| 24 | ClickRank LLM | LLM Comparison | Open vs closed models | Visit Website |
| 25 | LLM Stats | Deployment Benchmark | Memory and throughput | Visit Website |


