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Map / Core AI / Benchmarks & Leaderboards

Benchmarks & Leaderboards

27 tools

The shared scoring systems the community uses to compare models: LLM leaderboards and human-preference arenas like LMSYS Chatbot Arena, software engineering benchmarks like the Aider Leaderboard, and agent evaluations with live model rankings. Internal eval tooling for your own apps lives in Observability & Evals.

  • Solid: curated by our editors.
  • Dashed: added by makers, not reviewed yet.
  • Seal: Verified maker.

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Built something for Benchmarks & Leaderboards? Submit it and it appears here with a dashed edge. When an editor adds it to the map, it gets the solid one.

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Questions

How many Benchmarks & Leaderboards tools are there?

The map has 27 tools in Benchmarks & Leaderboards, sorted into 3 sub-lines: Software Engineering Benchmarks, Agent & General Benchmarks and Model Rankings.

How does AI Landscape rank Benchmarks & Leaderboards?

By use, not votes: each member who marks a tool "I use this" counts once. Until enough members have marked them, the list here goes by sub-line and name. Editors place curated tools on the map; makers can submit their own, which appear with a dashed edge until reviewed.

Next stop Inference & Compute 59 tools