| Result | Rank 1GPT-6 Sol Medium | Rank 2GPT-6 Sol Extra High | Rank 3GPT-6 Astra Medium | Rank 4GPT-6 Astra Max | Rank 5GPT-6 Luna High | Rank 6Claude Opus 5.5 High | Rank 7Claude Haiku 5.5 Medium | Rank 8Claude Sonnet 5.5 High |
|---|---|---|---|---|---|---|---|---|
| Combined score | 92.21 | 92.06 | 91.90 | 90.15 | 86.18 | 84.25 | 83.73 | 71.04 |
| Judge | ||||||||
| Judge score /100 | 92.50 | 92.50 | 92.50 | 92.50 | 86.00 | 85.00 | 84.50 | 71.00 |
| Correctness /10 | 9 | 9 | 9 | 9 | 8 | 9 | 8 | 7 |
| Coverage /10 | 10 | 10 | 10 | 10 | 9 | 7 | 9 | 6 |
| Evidence /10 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 8 |
| Actionability /10 | 9 | 9 | 9 | 9 | 9 | 9 | 8 | 8 |
| Time | 8.98 s | 11.31 s | 14.03 s | 65.2 s | 7.09 s | 24.91 s | 25.94 s | 23.58 s |
| Estimated USD | $0.008848 | $0.012058 | $0.04186 | $0.11381 | $0.000535 | N/A | N/A | N/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
| Result | Rank 1 GPT-6 Sol Medium | Rank 2 GPT-6 Sol Extra High | Rank 3 GPT-6 Astra Medium | Rank 4 GPT-6 Astra Max | Rank 5 GPT-6 Luna High | Rank 6 Claude Opus 5.5 High | Rank 7 Claude Haiku 5.5 Medium | Rank 8 Claude Sonnet 5.5 High |
|---|---|---|---|---|---|---|---|---|
| Quality points | 87.6316 | 87.6316 | 87.6316 | 87.6316 | 81.4737 | 80.5263 | 80.0526 | 67.2632 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.5777 | 4.4282 | 4.2659 | 2.5222 | 4.7071 | 3.719 | 3.6744 | 3.7785 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total input incl cache | 2,364 | 2,364 | 2,596 | 2,596 | N/A | N/A | N/A | N/A |
| Cache read (subset of input) | 0 | 0 | 0 | 0 | N/A | N/A | N/A | N/A |
| Cache write (subset of input) | 0 | 0 | 0 | 0 | N/A | N/A | N/A | N/A |
| Total output incl reasoning | 412 | 733 | 318 | 1,757 | N/A | N/A | N/A | N/A |
| Reasoning (subset of output) | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A |
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Advanced results and scoring details
engineering · 2026-10-13T04:37:35.925Z · 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 GPT-6 Luna High: First configuration wins
- GPT-6 Sol Medium vs Claude Sonnet 5.5 High: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Sol Extra High: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Astra Max: First configuration wins
- GPT-6 Sol Medium vs Claude Opus 5.5 High: First configuration wins
- GPT-6 Sol Medium vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Astra Medium: First configuration wins
- GPT-6 Luna High vs Claude Sonnet 5.5 High: First configuration wins
- GPT-6 Luna High vs GPT-6 Sol Extra High: Second configuration wins
- GPT-6 Luna High vs GPT-6 Astra Max: Second configuration wins
- GPT-6 Luna High vs Claude Opus 5.5 High: First configuration wins
- GPT-6 Luna High vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Luna High vs GPT-6 Astra Medium: Second configuration wins
- Claude Sonnet 5.5 High vs GPT-6 Sol Extra High: Second configuration wins
- Claude Sonnet 5.5 High vs GPT-6 Astra Max: Second configuration wins
- Claude Sonnet 5.5 High vs Claude Opus 5.5 High: Second configuration wins
- Claude Sonnet 5.5 High vs Claude Haiku 5.5 Medium: Second configuration wins
- Claude Sonnet 5.5 High vs GPT-6 Astra Medium: Second configuration wins
- GPT-6 Sol Extra High vs GPT-6 Astra Max: First configuration wins
- GPT-6 Sol Extra High vs Claude Opus 5.5 High: First configuration wins
- GPT-6 Sol Extra High vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Sol Extra High vs GPT-6 Astra Medium: First configuration wins
- GPT-6 Astra Max vs Claude Opus 5.5 High: First configuration wins
- GPT-6 Astra Max vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Astra Max vs GPT-6 Astra Medium: Second configuration wins
- Claude Opus 5.5 High vs Claude Haiku 5.5 Medium: First configuration wins
- Claude Opus 5.5 High vs GPT-6 Astra Medium: Second configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Astra Medium: Second configuration wins