| Result | Rank 1GPT-6 Sol Extra High | Rank 2GPT-6 Astra Extra High | Rank 3GPT-6 Luna High | Rank 4GPT-6 Astra Low | Rank 5GPT-6 Sol Low | Rank 6Grok 4.7 High | Rank 7Claude Sonnet 5.5 High | Rank 8Claude Opus 5.5 High | Rank 9Claude Haiku 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Combined score | 99.23 | 98.13 | 97.14 | 92.05 | 84.87 | 82.32 | 80.04 | 79.83 | 70.43 |
| Judge | |||||||||
| Judge score /100 | 100.00 | 100.00 | 97.50 | 92.50 | 84.50 | 84.50 | 80.50 | 80.50 | 70.50 |
| Correctness /10 | 10 | 10 | 10 | 9 | 8 | 8 | 7 | 7 | 6 |
| Coverage /10 | 10 | 10 | 9 | 10 | 9 | 9 | 9 | 9 | 8 |
| Evidence /10 | 10 | 10 | 10 | 9 | 9 | 9 | 9 | 9 | 8 |
| Actionability /10 | 10 | 10 | 10 | 9 | 8 | 8 | 8 | 8 | 7 |
| Time | 10.33 s | 33.2 s | 6.23 s | 11.55 s | 5.51 s | 79.53 s | 23.7 s | 28.62 s | 26.76 s |
| Estimated USD | $0.009734 | $0.06414 | $0.0004913 | $0.03974 | $0.006834 | N/A | N/A | N/A | N/A |
Astra/Sol estimates use reviewed official standard API rates with cache ignored; other estimates use original frozen rates. Cost remains excluded from this battle score. These estimates are not Codex subscription charges or billed USD.
Judge score uses recorded rubric metrics; final rank uses the combined score.
Component points
| Result | Rank 1 GPT-6 Sol Extra High | Rank 2 GPT-6 Astra Extra High | Rank 3 GPT-6 Luna High | Rank 4 GPT-6 Astra Low | Rank 5 GPT-6 Sol Low | Rank 6 Grok 4.7 High | Rank 7 Claude Sonnet 5.5 High | Rank 8 Claude Opus 5.5 High | Rank 9 Claude Haiku 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Quality points | 94.7368 | 94.7368 | 92.3684 | 87.6316 | 80.0526 | 80.0526 | 76.2632 | 76.2632 | 66.7895 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.4903 | 3.3883 | 4.7678 | 4.4139 | 4.8205 | 2.2633 | 3.773 | 3.5635 | 3.6399 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
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Advanced results and scoring details
engineering · 2026-10-13T03:46:19.602Z · 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
- Claude Opus 5.5 High vs Grok 4.7 High: Second configuration wins
- Claude Opus 5.5 High vs GPT-6 Astra Extra High: Second configuration wins
- Claude Opus 5.5 High vs GPT-6 Luna High: 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 Sol Low: Second configuration wins
- Claude Opus 5.5 High vs Claude Sonnet 5.5 High: Second configuration wins
- Claude Opus 5.5 High vs GPT-6 Sol Extra High: Second configuration wins
- Claude Opus 5.5 High vs GPT-6 Astra Low: Second configuration wins
- Grok 4.7 High vs GPT-6 Astra Extra High: Second configuration wins
- Grok 4.7 High vs GPT-6 Luna High: Second configuration wins
- Grok 4.7 High vs Claude Haiku 5.5 Medium: First configuration wins
- Grok 4.7 High vs GPT-6 Sol Low: Second configuration wins
- Grok 4.7 High vs Claude Sonnet 5.5 High: First configuration wins
- Grok 4.7 High vs GPT-6 Sol Extra High: Second configuration wins
- Grok 4.7 High vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Astra Extra High vs GPT-6 Luna High: First configuration wins
- GPT-6 Astra Extra High vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Astra Extra High vs GPT-6 Sol Low: First configuration wins
- GPT-6 Astra Extra High vs Claude Sonnet 5.5 High: First configuration wins
- GPT-6 Astra Extra High vs GPT-6 Sol Extra High: Second configuration wins
- GPT-6 Astra Extra High vs GPT-6 Astra Low: First configuration wins
- GPT-6 Luna High vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Luna High vs GPT-6 Sol Low: 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 Low: First configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Sol Low: Second configuration wins
- Claude Haiku 5.5 Medium vs Claude Sonnet 5.5 High: Second configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Sol Extra High: Second configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Sol Low vs Claude Sonnet 5.5 High: First configuration wins
- GPT-6 Sol Low vs GPT-6 Sol Extra High: Second configuration wins
- GPT-6 Sol Low vs GPT-6 Astra Low: 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 Low: Second configuration wins
- GPT-6 Sol Extra High vs GPT-6 Astra Low: First configuration wins