| Result | Rank 1GPT-6 Astra Low | Rank 2GPT-6 Astra High | Rank 3GPT-6 Sol Low | Rank 4GPT-6 Sol Medium | Rank 5GPT-6 Luna Low | Rank 6Grok 4.7 High | Rank 7Claude Opus 5.5 Low | Rank 8Claude Haiku 5.5 Low | Rank 9Claude Sonnet 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Combined score | 89.59 | 89.19 | 88.65 | 84.88 | 82.60 | 74.12 | 73.09 | 71.08 | 61.71 |
| Judge | |||||||||
| Judge score /100 | 90.00 | 90.00 | 88.50 | 84.50 | 82.00 | 75.50 | 73.00 | 71.00 | 61.00 |
| Correctness /10 | 9 | 9 | 9 | 8 | 8 | 7 | 8 | 8 | 7 |
| Coverage /10 | 9 | 9 | 9 | 9 | 8 | 9 | 5 | 5 | 4 |
| Evidence /10 | 9 | 9 | 9 | 9 | 9 | 8 | 9 | 8 | 7 |
| Actionability /10 | 9 | 9 | 8 | 8 | 8 | 6 | 7 | 7 | 6 |
| Time | 12.99 s | 20.36 s | 5.67 s | 5.35 s | 4.3 s | 61.85 s | 20.4 s | 22.8 s | 20.53 s |
| Estimated USD | $0.03833 | $0.04618 | $0.006662 | $0.006642 | $0.0003307 | 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 Astra Low | Rank 2 GPT-6 Astra High | Rank 3 GPT-6 Sol Low | Rank 4 GPT-6 Sol Medium | Rank 5 GPT-6 Luna Low | Rank 6 Grok 4.7 High | Rank 7 Claude Opus 5.5 Low | Rank 8 Claude Haiku 5.5 Low | Rank 9 Claude Sonnet 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Quality points | 85.2632 | 85.2632 | 83.8421 | 80.0526 | 77.6842 | 71.5263 | 69.1579 | 67.2632 | 57.7895 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.3263 | 3.9299 | 4.8089 | 4.8324 | 4.9114 | 2.5917 | 3.9275 | 3.8141 | 3.9216 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
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Advanced results and scoring details
innovation · 2026-10-13T03:46:58.416Z · 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 Low vs Grok 4.7 High: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Astra Low: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Astra High: Second configuration wins
- Claude Opus 5.5 Low vs Claude Sonnet 5.5 Medium: First configuration wins
- Claude Opus 5.5 Low vs GPT-6 Sol Medium: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Luna Low: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Sol Low: Second configuration wins
- Claude Opus 5.5 Low vs Claude Haiku 5.5 Low: First configuration wins
- Grok 4.7 High vs GPT-6 Astra Low: Second configuration wins
- Grok 4.7 High vs GPT-6 Astra High: Second configuration wins
- Grok 4.7 High vs Claude Sonnet 5.5 Medium: First configuration wins
- Grok 4.7 High vs GPT-6 Sol Medium: Second configuration wins
- Grok 4.7 High vs GPT-6 Luna Low: Second configuration wins
- Grok 4.7 High vs GPT-6 Sol Low: Second configuration wins
- Grok 4.7 High vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra Low vs GPT-6 Astra High: First configuration wins
- GPT-6 Astra Low vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Astra Low vs GPT-6 Luna Low: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol Low: First configuration wins
- GPT-6 Astra Low vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra High vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Astra High vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Astra High vs GPT-6 Luna Low: First configuration wins
- GPT-6 Astra High vs GPT-6 Sol Low: First configuration wins
- GPT-6 Astra High vs Claude Haiku 5.5 Low: First configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Sol Medium: Second configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Luna Low: Second configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Sol Low: Second configuration wins
- Claude Sonnet 5.5 Medium vs Claude Haiku 5.5 Low: Second configuration wins
- GPT-6 Sol Medium vs GPT-6 Luna Low: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Sol Low: Second configuration wins
- GPT-6 Sol Medium vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Luna Low vs GPT-6 Sol Low: Second configuration wins
- GPT-6 Luna Low vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Sol Low vs Claude Haiku 5.5 Low: First configuration wins