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LeaderboardCompare modelsAll modelsMethodologyMetrics API

Which model should use your computer?

Compare AI models on real computer-use tasks. See direct human preferences alongside completion, speed, error recovery and estimated inference cost. Every comparison links to its model profiles and the rules behind the numbers.

Models
18
Matchups
153

153 comparisons

  • Claude Fable 5 vs Claude Fable 5.1 ↗Results, cost and methodology
  • Claude Fable 5 vs Claude Haiku 4.5 ↗Results, cost and methodology
  • Claude Fable 5 vs Claude Opus 5.5 ↗Results, cost and methodology
  • Claude Fable 5 vs Claude Sonnet 5.5 ↗Results, cost and methodology
  • Claude Fable 5 vs Gemini 3.8 Flash ↗Results, cost and methodology
  • Claude Fable 5 vs GLM 5.3 Flash ↗Results, cost and methodology
  • Claude Fable 5 vs GPT-5.6 Luna ↗Results, cost and methodology
  • Claude Fable 5 vs GPT-6.1 Sol ↗Results, cost and methodology
  • Claude Fable 5 vs GPT-6 Astra ↗Results, cost and methodology
  • Claude Fable 5 vs GPT-6 Luna ↗Results, cost and methodology
  • Claude Fable 5 vs GPT-6 Sol ↗Results, cost and methodology
  • Claude Fable 5 vs Grok 4.7 ↗Results, cost and methodology
  • Claude Fable 5 vs Inkling ↗Results, cost and methodology
  • Claude Fable 5 vs Kimi K3 ↗Results, cost and methodology
  • Claude Fable 5 vs MiMo V2.6 Pro ↗Results, cost and methodology
  • Claude Fable 5 vs Muse Spark 1.2 ↗Results, cost and methodology
  • Claude Fable 5 vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • Claude Fable 5.1 vs Claude Haiku 4.5 ↗Results, cost and methodology
  • Claude Fable 5.1 vs Claude Opus 5.5 ↗Results, cost and methodology
  • Claude Fable 5.1 vs Claude Sonnet 5.5 ↗Results, cost and methodology
  • Claude Fable 5.1 vs Gemini 3.8 Flash ↗Results, cost and methodology
  • Claude Fable 5.1 vs GLM 5.3 Flash ↗Results, cost and methodology
  • Claude Fable 5.1 vs GPT-5.6 Luna ↗Results, cost and methodology
  • Claude Fable 5.1 vs GPT-6.1 Sol ↗Results, cost and methodology
  • Claude Fable 5.1 vs GPT-6 Astra ↗Results, cost and methodology
  • Claude Fable 5.1 vs GPT-6 Luna ↗Results, cost and methodology
  • Claude Fable 5.1 vs GPT-6 Sol ↗Results, cost and methodology
  • Claude Fable 5.1 vs Grok 4.7 ↗Results, cost and methodology
  • Claude Fable 5.1 vs Inkling ↗Results, cost and methodology
  • Claude Fable 5.1 vs Kimi K3 ↗Results, cost and methodology
  • Claude Fable 5.1 vs MiMo V2.6 Pro ↗Results, cost and methodology
  • Claude Fable 5.1 vs Muse Spark 1.2 ↗Results, cost and methodology
  • Claude Fable 5.1 vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • Claude Haiku 4.5 vs Claude Opus 5.5 ↗Results, cost and methodology
  • Claude Haiku 4.5 vs Claude Sonnet 5.5 ↗Results, cost and methodology
  • Claude Haiku 4.5 vs Gemini 3.8 Flash ↗Results, cost and methodology
  • Claude Haiku 4.5 vs GLM 5.3 Flash ↗Results, cost and methodology
  • Claude Haiku 4.5 vs GPT-5.6 Luna ↗Results, cost and methodology
  • Claude Haiku 4.5 vs GPT-6.1 Sol ↗Results, cost and methodology
  • Claude Haiku 4.5 vs GPT-6 Astra ↗Results, cost and methodology
  • Claude Haiku 4.5 vs GPT-6 Luna ↗Results, cost and methodology
  • Claude Haiku 4.5 vs GPT-6 Sol ↗Results, cost and methodology
  • Claude Haiku 4.5 vs Grok 4.7 ↗Results, cost and methodology
  • Claude Haiku 4.5 vs Inkling ↗Results, cost and methodology
  • Claude Haiku 4.5 vs Kimi K3 ↗Results, cost and methodology
  • Claude Haiku 4.5 vs MiMo V2.6 Pro ↗Results, cost and methodology
  • Claude Haiku 4.5 vs Muse Spark 1.2 ↗Results, cost and methodology
  • Claude Haiku 4.5 vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • Claude Opus 5.5 vs Claude Sonnet 5.5 ↗Results, cost and methodology
  • Claude Opus 5.5 vs Gemini 3.8 Flash ↗Results, cost and methodology
  • Claude Opus 5.5 vs GLM 5.3 Flash ↗Results, cost and methodology
  • Claude Opus 5.5 vs GPT-5.6 Luna ↗Results, cost and methodology
  • Claude Opus 5.5 vs GPT-6.1 Sol ↗Results, cost and methodology
  • Claude Opus 5.5 vs GPT-6 Astra ↗Results, cost and methodology
  • Claude Opus 5.5 vs GPT-6 Luna ↗Results, cost and methodology
  • Claude Opus 5.5 vs GPT-6 Sol ↗Results, cost and methodology
  • Claude Opus 5.5 vs Grok 4.7 ↗Results, cost and methodology
  • Claude Opus 5.5 vs Inkling ↗Results, cost and methodology
  • Claude Opus 5.5 vs Kimi K3 ↗Results, cost and methodology
  • Claude Opus 5.5 vs MiMo V2.6 Pro ↗Results, cost and methodology
  • Claude Opus 5.5 vs Muse Spark 1.2 ↗Results, cost and methodology
  • Claude Opus 5.5 vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs Gemini 3.8 Flash ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs GLM 5.3 Flash ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs GPT-5.6 Luna ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs GPT-6.1 Sol ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs GPT-6 Astra ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs GPT-6 Luna ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs GPT-6 Sol ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs Grok 4.7 ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs Inkling ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs Kimi K3 ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs MiMo V2.6 Pro ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs Muse Spark 1.2 ↗Results, cost and methodology
  • Claude Sonnet 5.5 vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • Gemini 3.8 Flash vs GLM 5.3 Flash ↗Results, cost and methodology
  • Gemini 3.8 Flash vs GPT-5.6 Luna ↗Results, cost and methodology
  • Gemini 3.8 Flash vs GPT-6.1 Sol ↗Results, cost and methodology
  • Gemini 3.8 Flash vs GPT-6 Astra ↗Results, cost and methodology
  • Gemini 3.8 Flash vs GPT-6 Luna ↗Results, cost and methodology
  • Gemini 3.8 Flash vs GPT-6 Sol ↗Results, cost and methodology
  • Gemini 3.8 Flash vs Grok 4.7 ↗Results, cost and methodology
  • Gemini 3.8 Flash vs Inkling ↗Results, cost and methodology
  • Gemini 3.8 Flash vs Kimi K3 ↗Results, cost and methodology
  • Gemini 3.8 Flash vs MiMo V2.6 Pro ↗Results, cost and methodology
  • Gemini 3.8 Flash vs Muse Spark 1.2 ↗Results, cost and methodology
  • Gemini 3.8 Flash vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • GLM 5.3 Flash vs GPT-5.6 Luna ↗Results, cost and methodology
  • GLM 5.3 Flash vs GPT-6.1 Sol ↗Results, cost and methodology
  • GLM 5.3 Flash vs GPT-6 Astra ↗Results, cost and methodology
  • GLM 5.3 Flash vs GPT-6 Luna ↗Results, cost and methodology
  • GLM 5.3 Flash vs GPT-6 Sol ↗Results, cost and methodology
  • GLM 5.3 Flash vs Grok 4.7 ↗Results, cost and methodology
  • GLM 5.3 Flash vs Inkling ↗Results, cost and methodology
  • GLM 5.3 Flash vs Kimi K3 ↗Results, cost and methodology
  • GLM 5.3 Flash vs MiMo V2.6 Pro ↗Results, cost and methodology
  • GLM 5.3 Flash vs Muse Spark 1.2 ↗Results, cost and methodology
  • GLM 5.3 Flash vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • GPT-5.6 Luna vs GPT-6.1 Sol ↗Results, cost and methodology
  • GPT-5.6 Luna vs GPT-6 Astra ↗Results, cost and methodology
  • GPT-5.6 Luna vs GPT-6 Luna ↗Results, cost and methodology
  • GPT-5.6 Luna vs GPT-6 Sol ↗Results, cost and methodology
  • GPT-5.6 Luna vs Grok 4.7 ↗Results, cost and methodology
  • GPT-5.6 Luna vs Inkling ↗Results, cost and methodology
  • GPT-5.6 Luna vs Kimi K3 ↗Results, cost and methodology
  • GPT-5.6 Luna vs MiMo V2.6 Pro ↗Results, cost and methodology
  • GPT-5.6 Luna vs Muse Spark 1.2 ↗Results, cost and methodology
  • GPT-5.6 Luna vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • GPT-6.1 Sol vs GPT-6 Astra ↗Results, cost and methodology
  • GPT-6.1 Sol vs GPT-6 Luna ↗Results, cost and methodology
  • GPT-6.1 Sol vs GPT-6 Sol ↗Results, cost and methodology
  • GPT-6.1 Sol vs Grok 4.7 ↗Results, cost and methodology
  • GPT-6.1 Sol vs Inkling ↗Results, cost and methodology
  • GPT-6.1 Sol vs Kimi K3 ↗Results, cost and methodology
  • GPT-6.1 Sol vs MiMo V2.6 Pro ↗Results, cost and methodology
  • GPT-6.1 Sol vs Muse Spark 1.2 ↗Results, cost and methodology
  • GPT-6.1 Sol vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • GPT-6 Astra vs GPT-6 Luna ↗Results, cost and methodology
  • GPT-6 Astra vs GPT-6 Sol ↗Results, cost and methodology
  • GPT-6 Astra vs Grok 4.7 ↗Results, cost and methodology
  • GPT-6 Astra vs Inkling ↗Results, cost and methodology
  • GPT-6 Astra vs Kimi K3 ↗Results, cost and methodology
  • GPT-6 Astra vs MiMo V2.6 Pro ↗Results, cost and methodology
  • GPT-6 Astra vs Muse Spark 1.2 ↗Results, cost and methodology
  • GPT-6 Astra vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • GPT-6 Luna vs GPT-6 Sol ↗Results, cost and methodology
  • GPT-6 Luna vs Grok 4.7 ↗Results, cost and methodology
  • GPT-6 Luna vs Inkling ↗Results, cost and methodology
  • GPT-6 Luna vs Kimi K3 ↗Results, cost and methodology
  • GPT-6 Luna vs MiMo V2.6 Pro ↗Results, cost and methodology
  • GPT-6 Luna vs Muse Spark 1.2 ↗Results, cost and methodology
  • GPT-6 Luna vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • GPT-6 Sol vs Grok 4.7 ↗Results, cost and methodology
  • GPT-6 Sol vs Inkling ↗Results, cost and methodology
  • GPT-6 Sol vs Kimi K3 ↗Results, cost and methodology
  • GPT-6 Sol vs MiMo V2.6 Pro ↗Results, cost and methodology
  • GPT-6 Sol vs Muse Spark 1.2 ↗Results, cost and methodology
  • GPT-6 Sol vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • Grok 4.7 vs Inkling ↗Results, cost and methodology
  • Grok 4.7 vs Kimi K3 ↗Results, cost and methodology
  • Grok 4.7 vs MiMo V2.6 Pro ↗Results, cost and methodology
  • Grok 4.7 vs Muse Spark 1.2 ↗Results, cost and methodology
  • Grok 4.7 vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • Inkling vs Kimi K3 ↗Results, cost and methodology
  • Inkling vs MiMo V2.6 Pro ↗Results, cost and methodology
  • Inkling vs Muse Spark 1.2 ↗Results, cost and methodology
  • Inkling vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • Kimi K3 vs MiMo V2.6 Pro ↗Results, cost and methodology
  • Kimi K3 vs Muse Spark 1.2 ↗Results, cost and methodology
  • Kimi K3 vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • MiMo V2.6 Pro vs Muse Spark 1.2 ↗Results, cost and methodology
  • MiMo V2.6 Pro vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology
  • Muse Spark 1.2 vs Qwen3.8-2.4T-A95B ↗Results, cost and methodology