Fair, reproducible evaluation using multi-judge panels, bias prevention, and real-world business tasks. No shortcuts, no hidden factors.
Same inputs produce the same rankings. We use fixed prompts, low temperature settings, and documented evaluation criteria.
Multiple judges from different AI providers evaluate each response. No model ever judges its own outputs.
Every task comes from actual business workflows. We test what matters for production, not academic puzzles.
We track and publish quality, speed, and cost metrics. No hidden factors influence the rankings.
We curate tasks from real business workflows across 27 categories including document analysis, code generation, customer support, and legal review.
Each model runs the exact same prompts under identical conditions. We capture comprehensive performance data.
A panel of 3-6 independent AI judges evaluates each response. Judges come from different providers to ensure objectivity.
We use median aggregation to produce final scores, making results robust against outlier judges.
Accuracy, relevance, completeness, coherence, and safety of responses
Tokens per second, normalized across models for comparison
Price per task, normalized so you can compare value across providers
Our composite Value Score weighs quality, speed, and cost to help you find the best model for your needs. Default weighting: 50% quality, 25% speed, 25% cost. You can customize these weights in the leaderboard.
Fair benchmarks require active measures to prevent bias. Here's how we ensure objectivity:
Models are automatically excluded from judging their own responses. A Claude model never evaluates Claude outputs.
Our judge panel includes models from multiple AI providers (Anthropic, OpenAI, Mistral, xAI) to prevent vendor bias.
Task difficulty is calibrated based on aggregate model performance, ensuring fair assessment across the board.
We cross-reference our results with established industry benchmarks to validate our methodology and provide additional context:
HuggingFace Open LLM Leaderboard
General capabilities
Chatbot Arena
Human preference (1.5M+ votes)
Aider Code Editing
Coding tasks
JailbreakBench
Security & safety
Artificial Analysis
Intelligence index
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