Winner

GPT-6 Sol None

Data · October 13, 2026 · Difficulty: Low

Final combined results in supplied rank order. Tied ranks remain tied.
ResultRank 1GPT-6 Sol NoneRank 2GPT-6 Luna LowRank 3GPT-6 Sol MediumRank 4GPT-6 Astra LowRank 5GPT-6 Astra HighRank 6Claude Opus 5.5 LowRank 7Claude Sonnet 5.5 LowRank 8Claude Haiku 5.5 Medium
Combined score90.0886.5086.2882.7182.3182.1182.0766.75
Judge
Judge score /10090.0086.0086.0082.5082.5082.5082.5066.50
Correctness /1099999997
Coverage /1098866665
Evidence /1099999997
Actionability /1098899998
Time5.6 s2.89 s5.69 s9.34 s16.07 s19.82 s20.66 s24.27 s
Estimated USD$0.00659$0.0003071$0.00724$0.03792$0.04407N/AN/AN/A

Supplemental estimates use reviewed exact-route API-equivalent list-rate scenarios with cache ignored; recorded estimates retain their frozen rates. Cost remains excluded from this battle score. These estimates are not Codex subscription charges or billed USD.

Historical Claude CLI cache counters were not retained. Complete input and complete reference cost are unavailable.

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

Component points and token usage
Final combined results in supplied rank order. Tied ranks remain tied.
ResultRank 1 GPT-6 Sol NoneRank 2 GPT-6 Luna LowRank 3 GPT-6 Sol MediumRank 4 GPT-6 Astra LowRank 5 GPT-6 Astra HighRank 6 Claude Opus 5.5 LowRank 7 Claude Sonnet 5.5 LowRank 8 Claude Haiku 5.5 Medium
Quality points85.263281.473781.473778.157978.157978.157978.157963
Test points00000000
Speed points4.81425.02144.8074.55454.15153.95653.91523.7473
Cost points00000000
Total input incl cache2,340N/A2,3402,5722,572N/AN/AN/A
Cache read (subset of input)0N/A000N/AN/AN/A
Cache write (subset of input)0N/A000N/AN/AN/A
Total output incl reasoning191N/A256244367N/AN/AN/A
Reasoning (subset of output)N/AN/AN/AN/AN/AN/AN/AN/A

Swipe, scroll or use Previous and More to compare configurations. Row labels stay visible.

Advanced results and scoring details

data · 2026-10-13T04:49:48.378Z · Prospective evaluation. Equal transport and native system conditions are unverified.

Applied weights: quality 94.7368%, tests 0%, speed 5.2632%, cost 0%.

Cost was omitted for every configuration in this cohort. Active weights were normalized uniformly. 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 Sol Medium vs Claude Haiku 5.5 Medium: First configuration wins
  • GPT-6 Sol Medium vs GPT-6 Astra Low: First configuration wins
  • GPT-6 Sol Medium vs Claude Opus 5.5 Low: First configuration wins
  • GPT-6 Sol Medium vs GPT-6 Astra High: First configuration wins
  • GPT-6 Sol Medium vs GPT-6 Sol None: Second configuration wins
  • GPT-6 Sol Medium vs GPT-6 Luna Low: Second configuration wins
  • GPT-6 Sol Medium vs Claude Sonnet 5.5 Low: First configuration wins
  • Claude Haiku 5.5 Medium vs GPT-6 Astra Low: Second configuration wins
  • Claude Haiku 5.5 Medium vs Claude Opus 5.5 Low: Second configuration wins
  • Claude Haiku 5.5 Medium vs GPT-6 Astra High: Second configuration wins
  • Claude Haiku 5.5 Medium vs GPT-6 Sol None: Second configuration wins
  • Claude Haiku 5.5 Medium vs GPT-6 Luna Low: Second configuration wins
  • Claude Haiku 5.5 Medium vs Claude Sonnet 5.5 Low: Second configuration wins
  • GPT-6 Astra Low vs Claude Opus 5.5 Low: First configuration wins
  • GPT-6 Astra Low vs GPT-6 Astra High: First configuration wins
  • GPT-6 Astra Low vs GPT-6 Sol None: Second configuration wins
  • GPT-6 Astra Low vs GPT-6 Luna Low: Second configuration wins
  • GPT-6 Astra Low vs Claude Sonnet 5.5 Low: First configuration wins
  • Claude Opus 5.5 Low vs GPT-6 Astra High: Second configuration wins
  • Claude Opus 5.5 Low vs GPT-6 Sol None: Second configuration wins
  • Claude Opus 5.5 Low vs GPT-6 Luna Low: Second configuration wins
  • Claude Opus 5.5 Low vs Claude Sonnet 5.5 Low: First configuration wins
  • GPT-6 Astra High vs GPT-6 Sol None: Second configuration wins
  • GPT-6 Astra High vs GPT-6 Luna Low: Second configuration wins
  • GPT-6 Astra High vs Claude Sonnet 5.5 Low: First configuration wins
  • GPT-6 Sol None vs GPT-6 Luna Low: First configuration wins
  • GPT-6 Sol None vs Claude Sonnet 5.5 Low: First configuration wins
  • GPT-6 Luna Low vs Claude Sonnet 5.5 Low: First configuration wins