| 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 | $0.070112 | 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 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 |
| Total input incl cache | 2,427 | 2,659 | N/A | 2,659 | 2,427 | 17,029 | N/A | N/A | N/A |
| Cache read (subset of input) | 0 | 0 | N/A | 0 | 0 | N/A | N/A | N/A | N/A |
| Cache write (subset of input) | 0 | 0 | N/A | 0 | 0 | N/A | N/A | N/A | N/A |
| Total output incl reasoning | 488 | 751 | N/A | 263 | 198 | 6,009 | 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 | N/A |
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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