What benchmark should I use to evaluate a coding agent?

Use SWE-bench or SWE-bench Verified for real-world repository-level evaluation. Use SWE-bench Lite for faster iteration, and HumanEval or MBPP for quick function-level capability checks.

What is the best benchmark for general AI assistants?

GAIA is the leading benchmark for general AI assistants, testing reasoning, browsing, multimodality, and tool use across 466 real-world tasks.

How do I evaluate a web-browsing agent?

WebArena provides reproducible self-hosted web tasks, WebVoyager tests live-site navigation, and Mind2Web covers broad cross-site generalization.

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AI Agent Benchmark Selector

Pick the right evaluation for your agent. Coding, reasoning, web, desktop, multi-agent, and domain-specific benchmarks with effort, cost, and fit guidance.

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AI Agent Benchmark Selector

Coding & Software Engineering

General Reasoning & QA

Web & Browser Agents

Desktop & OS Agents

Multi-Agent & Orchestration

Domain-Specific Agents

AI Agent Benchmark Selector

Coding & Software Engineering

General Reasoning & QA

Web & Browser Agents

Desktop & OS Agents

Multi-Agent & Orchestration

Domain-Specific Agents

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