| Result | Rank 1GPT-6 Astra Medium | Rank 2GPT-6 Luna Medium | Rank 3GPT-6 Sol Medium | Rank 4GPT-6 Sol High | Rank 5Grok 4.7 High | Rank 6GPT-6 Astra Low | Rank 7Claude Haiku 5.5 Medium | Rank 8Claude Sonnet 5.5 Low | Rank 9Claude Opus 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Combined score | 84.73 | 83.06 | 82.60 | 80.21 | 78.77 | 75.24 | 69.44 | 67.13 | 53.30 |
| Judge | |||||||||
| Judge score /100 | 85.00 | 82.50 | 82.50 | 80.00 | 80.00 | 75.00 | 69.00 | 66.50 | 52.00 |
| Correctness /10 | 9 | 8 | 8 | 8 | 8 | 8 | 7 | 7 | 5 |
| Coverage /10 | 7 | 9 | 9 | 8 | 8 | 6 | 6 | 5 | 5 |
| Evidence /10 | 9 | 8 | 8 | 8 | 8 | 8 | 7 | 7 | 6 |
| Actionability /10 | 9 | 8 | 8 | 8 | 8 | 8 | 8 | 8 | 5 |
| Time | 15.04 s | 4.4 s | 11.13 s | 11.44 s | 45.88 s | 15.45 s | 17.65 s | 16.39 s | 18.22 s |
| Estimated USD | $0.03905 | $0.0003464 | $0.008266 | $0.009026 | N/A | $0.03945 | 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 Medium | Rank 2 GPT-6 Luna Medium | Rank 3 GPT-6 Sol Medium | Rank 4 GPT-6 Sol High | Rank 5 Grok 4.7 High | Rank 6 GPT-6 Astra Low | Rank 7 Claude Haiku 5.5 Medium | Rank 8 Claude Sonnet 5.5 Low | Rank 9 Claude Opus 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Quality points | 80.5263 | 78.1579 | 78.1579 | 75.7895 | 75.7895 | 71.0526 | 65.3684 | 63 | 49.2632 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.2082 | 4.9034 | 4.4396 | 4.4201 | 2.9826 | 4.1852 | 4.0669 | 4.1339 | 4.0374 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
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Advanced results and scoring details
product · 2026-10-13T03:46:09.715Z · 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
- Grok 4.7 High vs Claude Opus 5.5 Medium: First configuration wins
- Grok 4.7 High vs GPT-6 Astra Low: First configuration wins
- Grok 4.7 High vs GPT-6 Astra Medium: Second configuration wins
- Grok 4.7 High vs Claude Sonnet 5.5 Low: First configuration wins
- Grok 4.7 High vs GPT-6 Sol Medium: Second configuration wins
- Grok 4.7 High vs GPT-6 Luna Medium: Second configuration wins
- Grok 4.7 High vs Claude Haiku 5.5 Medium: First configuration wins
- Grok 4.7 High vs GPT-6 Sol High: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Astra Low: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Astra Medium: Second configuration wins
- Claude Opus 5.5 Medium vs Claude Sonnet 5.5 Low: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Sol Medium: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Luna Medium: Second configuration wins
- Claude Opus 5.5 Medium vs Claude Haiku 5.5 Medium: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Sol High: Second configuration wins
- GPT-6 Astra Low vs GPT-6 Astra Medium: Second configuration wins
- GPT-6 Astra Low vs Claude Sonnet 5.5 Low: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol Medium: Second configuration wins
- GPT-6 Astra Low vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Astra Low vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol High: Second configuration wins
- GPT-6 Astra Medium vs Claude Sonnet 5.5 Low: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Luna Medium: First configuration wins
- GPT-6 Astra Medium vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Sol High: First configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Sol Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Luna Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs Claude Haiku 5.5 Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Sol High: Second configuration wins
- GPT-6 Sol Medium vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Sol Medium vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Sol High: First configuration wins
- GPT-6 Luna Medium vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Luna Medium vs GPT-6 Sol High: First configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Sol High: Second configuration wins