| Result | Rank 1GPT-6 Astra Medium | Rank 2GPT-6 Luna Low | Rank 3GPT-6 Astra Low | Rank 4GPT-6 Sol None | Rank 5GPT-6 Sol Low | Rank 6Claude Sonnet 5.5 Low | Rank 7Claude Opus 5.5 Medium | Rank 8Claude Haiku 5.5 Low |
|---|---|---|---|---|---|---|---|---|
| Combined score | 93.38 | 92.56 | 89.60 | 88.18 | 88.13 | 83.78 | 83.67 | 74.26 |
| Judge | ||||||||
| Judge score /100 | 94.00 | 92.50 | 90.00 | 88.00 | 88.00 | 84.00 | 84.00 | 74.00 |
| Correctness /10 | 9 | 9 | 9 | 9 | 9 | 8 | 8 | 6 |
| Coverage /10 | 10 | 10 | 9 | 9 | 9 | 9 | 9 | 9 |
| Evidence /10 | 9 | 9 | 9 | 8 | 8 | 8 | 8 | 7 |
| Actionability /10 | 10 | 9 | 9 | 9 | 9 | 9 | 9 | 9 |
| Time | 12.92 s | 4.14 s | 12.84 s | 5.6 s | 6.29 s | 15.22 s | 17.22 s | 15.93 s |
| Estimated USD | $0.03874 | $0.0003418 | $0.03849 | $0.006614 | $0.006874 | 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 Astra Medium | Rank 2 GPT-6 Luna Low | Rank 3 GPT-6 Astra Low | Rank 4 GPT-6 Sol None | Rank 5 GPT-6 Sol Low | Rank 6 Claude Sonnet 5.5 Low | Rank 7 Claude Opus 5.5 Medium | Rank 8 Claude Haiku 5.5 Low |
|---|---|---|---|---|---|---|---|---|
| Quality points | 89.0526 | 87.6316 | 85.2632 | 83.3684 | 83.3684 | 79.5789 | 79.5789 | 70.1053 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.3305 | 4.9236 | 4.3353 | 4.8139 | 4.7638 | 4.198 | 4.0895 | 4.1591 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total input incl cache | 2,589 | N/A | 2,589 | 2,357 | 2,357 | N/A | N/A | N/A |
| Cache read (subset of input) | 0 | N/A | 0 | 0 | 0 | N/A | N/A | N/A |
| Cache write (subset of input) | 0 | N/A | 0 | 0 | 0 | N/A | N/A | N/A |
| Total output incl reasoning | 257 | N/A | 252 | 190 | 216 | 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 |
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Advanced results and scoring details
product · 2026-10-13T04:38:13.896Z · 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 Sonnet 5.5 Low vs GPT-6 Astra Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs Claude Opus 5.5 Medium: First configuration wins
- Claude Sonnet 5.5 Low vs Claude Haiku 5.5 Low: First configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Sol None: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Sol Low: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Luna Low: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Astra Medium vs Claude Opus 5.5 Medium: First configuration wins
- GPT-6 Astra Medium vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Sol None: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Sol Low: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Luna Low: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Astra Low: First configuration wins
- Claude Opus 5.5 Medium vs Claude Haiku 5.5 Low: First configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Sol None: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Sol Low: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Luna Low: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Astra Low: Second configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Sol None: Second configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Sol Low: Second configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Luna Low: Second configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Sol None vs GPT-6 Sol Low: First configuration wins
- GPT-6 Sol None vs GPT-6 Luna Low: Second configuration wins
- GPT-6 Sol None vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Sol Low vs GPT-6 Luna Low: Second configuration wins
- GPT-6 Sol Low vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Luna Low vs GPT-6 Astra Low: First configuration wins