CompassRank vs LangSmith

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

	CompassRank Evaluation	LangSmith Evaluation
Tagline	Public leaderboard from the OpenCompass project ranking open and closed LLMs across 100+ benchmarks.	LangChain's eval + observability platform.
Category	Evaluation	Evaluation
Pricing	Free· Free leaderboard; OpenCompass toolkit is Apache 2.0 open source	Freemium· Developer: $0 · Plus: $39 · Enterprise: Custom pricing
Model	Multi-model	Platform (any LLM)
Editorial score	6.9 / 10	8.7 / 10
Use cases	llm-benchmarkingmodel-selectionleaderboardsreproducible-evalsvision-language-eval	LLM tracingevalsLangChain integration
Pros	Reproducible: every score is generated by the open-source OpenCompass harness Broad coverage of both Western and Chinese LLMs, often missing from other boards 100+ datasets across reasoning, knowledge, language, code, and safety Apache 2.0 toolkit lets you run the same evals on private models	Tight LangChain integration Strong tracing UX Mature dataset/eval flows Reasonable per-seat pricing
Cons	UI and docs are Chinese-first; English coverage is uneven Hosted in mainland China, occasional latency / access issues from abroad Benchmark contamination risks apply as with any static leaderboard	Best value if you're on LangChain UI can feel dense
Website	rank.opencompass.org.cn	www.langchain.com

Pick CompassRank if

✅ Reproducible: every score is generated by the open-source OpenCompass harness
✅ Broad coverage of both Western and Chinese LLMs, often missing from other boards
✅ 100+ datasets across reasoning, knowledge, language, code, and safety
✅ Apache 2.0 toolkit lets you run the same evals on private models

Pick LangSmith if