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Methodology

How we score and recommend AI tools

Data-Driven Scoring

Our scores are calculated based on transparent, verificable metrics:

  • Performance: Weighted average of LMSys Arena (40%), LiveBench (30%), and task-specific benchmarks.
  • Privacy: Objective assessment based on data residency (Local vs Cloud) and retention policies.
  • Ease of Use: Based on required setup (Web vs Desktop vs CLI) and learning curve.

Benchmark Sources

We rely on trusted, third-party benchmarks for performance data:

LMSys Chatbot ArenaLiveBenchSWE-bench Verified
Official Provider Pricing

Integrity & Disclosures

We believe in complete transparency. Our recommendations are algorithmically generated based on your answers.

Affiliate Disclosure: We may earn a commission if you purchase through our links. This does not affect rankings or scores.