CompassRank alternatives
6 evaluation tools in the same lane as CompassRank, ranked by editorial score.
LS
LLM Stats
Evaluation · Multi-model
7.9
Live leaderboard and side-by-side comparison hub for 300+ frontier LLMs across reasoning, coding, and multimodal benchmarks.
Free· Free to browse; underlying model usage billed by each providermodel-comparisonbenchmark-tracking
AA
Arena AI
Evaluation · Multi-model
6.8
Head-to-head LLM battle arena with a public leaderboard for ranking AI models.
Free· Free to use; no public paid tier listedllm-benchmarkingmodel-comparison
OE
OpenAI Evals
Evaluation · OpenAI GPT models (extensible)
8.1
OpenAI's open-source framework for benchmarking LLMs against a shared registry of evaluations.
Free· Free (MIT); you pay OpenAI API costs for eval runsllm-benchmarkingregression-testing
AL
AlpacaEval
Evaluation · GPT-4 Preview (Nov 2024) as annotator
7.1
Automatic LLM evaluator and leaderboard that benchmarks instruction-following with length-controlled win rates.
Free· Free and open-source; pay only for the underlying OpenAI annotator API callsllm-benchmarkinginstruction-following eval
AA
Artificial Analysis
Evaluation · Multi-model
6.8
Independent benchmarking platform comparing AI models and inference providers across intelligence, speed, and cost.
Freemium· Pro: $417/month per seat · Enterprise: Custom pricingmodel-benchmarkingprovider-comparison
SL
SEAL Leaderboard
Evaluation · Multi-model (GPT, Claude, Gemini, Llama, etc.)
7.1
Private, expert-graded leaderboards from Scale AI that rank frontier LLMs on domains contaminated public benchmarks can no longer measure.
Free· Free to view; paid custom evals via Scale enterprise salesmodel-selectionbenchmark-tracking