Winner

GPT-6.1 Sol Low

Quality · October 9, 2026 · Difficulty: High

Final combined results in supplied rank order. Tied ranks remain tied.
ResultRank 1GPT-6.1 Sol LowRank 2GPT-6 Astra HighRank 3Grok 4.7 LowRank 4Grok 4.7 HighRank 5GPT-6 Astra LowRank 6GPT-6 Luna Low
Combined score82.0277.5977.1171.8969.4954.29
Judge
Judge score /10087.5084.0084.0079.0074.0051.50
Correctness /10988775
Coverage /108991085
Evidence /10988775
Actionability /10999886
Time48.82 s98.42 s189.51 s451.8 s48.02 s8.56 s
Estimated USD$0.087452$0.51949$0.15173$0.241076$0.45314$0.0040123

Cost estimates are reference estimates, not billed charges.

Judge score uses recorded rubric metrics; final rank uses the combined score.

Component points
Final combined results in supplied rank order. Tied ranks remain tied.
ResultRank 1 GPT-6.1 Sol LowRank 2 GPT-6 Astra HighRank 3 Grok 4.7 LowRank 4 Grok 4.7 HighRank 5 GPT-6 Astra LowRank 6 GPT-6 Luna Low
Quality points78.7575.675.671.166.646.35
Test points000000
Speed points2.75681.89371.20230.58622.77744.3758
Cost points0.51310.09440.30920.19910.1083.5683

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Advanced results and scoring details

quality · 2026-10-09T13:51:34.478Z · Prospective evaluation. Equal transport and native system conditions are unverified.

Applied weights: quality 90%, tests 0%, speed 5%, cost 5%.

Displayed scores are rounded; pairwise outcomes use exact recorded fractions. Reference costs are estimates, not billed charges. Missing components follow the recorded assessment.

Pairwise results

  • GPT-6 Astra High vs GPT-6 Astra Low: First configuration wins
  • GPT-6 Astra High vs GPT-6.1 Sol Low: Second configuration wins
  • GPT-6 Astra High vs Grok 4.7 High: First configuration wins
  • GPT-6 Astra High vs GPT-6 Luna Low: First configuration wins
  • GPT-6 Astra High vs Grok 4.7 Low: First configuration wins
  • GPT-6 Astra Low vs GPT-6.1 Sol Low: Second configuration wins
  • GPT-6 Astra Low vs Grok 4.7 High: Second configuration wins
  • GPT-6 Astra Low vs GPT-6 Luna Low: First configuration wins
  • GPT-6 Astra Low vs Grok 4.7 Low: Second configuration wins
  • GPT-6.1 Sol Low vs Grok 4.7 High: First configuration wins
  • GPT-6.1 Sol Low vs GPT-6 Luna Low: First configuration wins
  • GPT-6.1 Sol Low vs Grok 4.7 Low: First configuration wins
  • Grok 4.7 High vs GPT-6 Luna Low: First configuration wins
  • Grok 4.7 High vs Grok 4.7 Low: Second configuration wins
  • GPT-6 Luna Low vs Grok 4.7 Low: Second configuration wins