| Result | Rank 1GPT-6 Luna Medium | Rank 2GPT-6 Sol High | Rank 3GPT-6 Astra Low | Rank 4Claude Opus 5.5 Medium | Rank 5GPT-6 Astra High | Rank 6GPT-6 Sol Low | Rank 7Grok 4.7 High | Rank 8Claude Sonnet 5.5 Medium | Rank 9Claude Haiku 5.5 Low |
|---|---|---|---|---|---|---|---|---|---|
| Combined score | 90.29 | 89.61 | 89.58 | 88.91 | 88.90 | 80.64 | 75.98 | 72.35 | 52.47 |
| Judge | |||||||||
| Judge score /100 | 90.00 | 90.00 | 90.00 | 90.00 | 90.00 | 80.00 | 78.00 | 72.50 | 51.50 |
| Correctness /10 | 9 | 9 | 9 | 9 | 9 | 8 | 8 | 8 | 5 |
| Coverage /10 | 9 | 9 | 9 | 9 | 9 | 8 | 8 | 5 | 5 |
| Evidence /10 | 9 | 9 | 9 | 9 | 9 | 8 | 7 | 8 | 5 |
| Actionability /10 | 9 | 9 | 9 | 9 | 9 | 8 | 8 | 8 | 6 |
| Time | 2.76 s | 12.6 s | 13.19 s | 26.6 s | 26.78 s | 5.17 s | 91.21 s | 26.09 s | 25.83 s |
| Estimated USD | $0.000333 | $0.010608 | $0.03891 | N/A | $0.05146 | $0.006728 | 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 Luna Medium | Rank 2 GPT-6 Sol High | Rank 3 GPT-6 Astra Low | Rank 4 Claude Opus 5.5 Medium | Rank 5 GPT-6 Astra High | Rank 6 GPT-6 Sol Low | Rank 7 Grok 4.7 High | Rank 8 Claude Sonnet 5.5 Medium | Rank 9 Claude Haiku 5.5 Low |
|---|---|---|---|---|---|---|---|---|---|
| Quality points | 85.2632 | 85.2632 | 85.2632 | 85.2632 | 85.2632 | 75.7895 | 73.8947 | 68.6842 | 48.7895 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 5.0318 | 4.3497 | 4.3144 | 3.6464 | 3.639 | 4.8458 | 2.0885 | 3.668 | 3.6792 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
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Advanced results and scoring details
engineering · 2026-10-13T03:31:25.863Z · 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 Medium vs GPT-6 Astra High: First configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Sol High: Second configuration wins
- Claude Opus 5.5 Medium vs Claude Haiku 5.5 Low: First configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Luna Medium: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Astra Low: Second configuration wins
- Claude Opus 5.5 Medium vs Grok 4.7 High: First configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Sol Low: First configuration wins
- Claude Opus 5.5 Medium vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Astra High vs GPT-6 Sol High: Second configuration wins
- GPT-6 Astra High vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra High vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Astra High vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Astra High vs Grok 4.7 High: First configuration wins
- GPT-6 Astra High vs GPT-6 Sol Low: First configuration wins
- GPT-6 Astra High vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Sol High vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Sol High vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Sol High vs GPT-6 Astra Low: First configuration wins
- GPT-6 Sol High vs Grok 4.7 High: First configuration wins
- GPT-6 Sol High vs GPT-6 Sol Low: First configuration wins
- GPT-6 Sol High vs Claude Sonnet 5.5 Medium: First configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Luna Medium: Second configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Astra Low: Second configuration wins
- Claude Haiku 5.5 Low vs Grok 4.7 High: Second configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Sol Low: Second configuration wins
- Claude Haiku 5.5 Low vs Claude Sonnet 5.5 Medium: Second configuration wins
- GPT-6 Luna Medium vs GPT-6 Astra Low: First configuration wins
- GPT-6 Luna Medium vs Grok 4.7 High: First configuration wins
- GPT-6 Luna Medium vs GPT-6 Sol Low: First configuration wins
- GPT-6 Luna Medium vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Astra Low vs Grok 4.7 High: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol Low: First configuration wins
- GPT-6 Astra Low vs Claude Sonnet 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 Medium: First configuration wins
- GPT-6 Sol Low vs Claude Sonnet 5.5 Medium: First configuration wins