| Result | Rank 1GPT-6 Sol Low | Rank 2GPT-6 Sol High | Rank 3GPT-6 Astra High | Rank 4GPT-6 Luna Medium | Rank 5GPT-6 Astra Low | Rank 6Claude Opus 5.5 High | Rank 7Claude Haiku 5.5 Low | Rank 8Claude Sonnet 5.5 Medium |
|---|---|---|---|---|---|---|---|---|
| Combined score | 90.04 | 89.80 | 82.15 | 80.73 | 75.35 | 74.81 | 74.06 | 61.61 |
| Judge | ||||||||
| Judge score /100 | 90.00 | 90.00 | 82.50 | 80.00 | 75.00 | 75.00 | 74.00 | 61.00 |
| Correctness /10 | 9 | 9 | 9 | 8 | 8 | 8 | 8 | 6 |
| Coverage /10 | 9 | 9 | 6 | 8 | 6 | 6 | 5 | 5 |
| Evidence /10 | 9 | 9 | 9 | 8 | 8 | 8 | 8 | 7 |
| Actionability /10 | 9 | 9 | 9 | 8 | 8 | 8 | 9 | 7 |
| Time | 6.13 s | 9.6 s | 19.13 s | 3.97 s | 13.54 s | 23.93 s | 19.95 s | 22.73 s |
| Estimated USD | $0.007172 | $0.009602 | $0.04738 | $0.0003702 | $0.04078 | 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 Low | Rank 2 GPT-6 Sol High | Rank 3 GPT-6 Astra High | Rank 4 GPT-6 Luna Medium | Rank 5 GPT-6 Astra Low | Rank 6 Claude Opus 5.5 High | Rank 7 Claude Haiku 5.5 Low | Rank 8 Claude Sonnet 5.5 Medium |
|---|---|---|---|---|---|---|---|---|
| Quality points | 85.2632 | 85.2632 | 78.1579 | 75.7895 | 71.0526 | 71.0526 | 70.1053 | 57.7895 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.7754 | 4.5375 | 3.9909 | 4.9364 | 4.2942 | 3.7624 | 3.9497 | 3.8172 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total input incl cache | 2,371 | 2,371 | 2,603 | N/A | 2,603 | N/A | N/A | N/A |
| Cache read (subset of input) | 0 | 0 | 0 | N/A | 0 | N/A | N/A | N/A |
| Cache write (subset of input) | 0 | 0 | 0 | N/A | 0 | N/A | N/A | N/A |
| Total output incl reasoning | 243 | 486 | 427 | N/A | 295 | 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 · 2026-10-13T04:37:25.490Z · 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
- GPT-6 Sol Low vs GPT-6 Luna Medium: First configuration wins
- GPT-6 Sol Low vs GPT-6 Astra Low: First configuration wins
- GPT-6 Sol Low vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Sol Low vs GPT-6 Sol High: First configuration wins
- GPT-6 Sol Low vs GPT-6 Astra High: First configuration wins
- GPT-6 Sol Low vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Sol Low vs Claude Opus 5.5 High: First configuration wins
- GPT-6 Luna Medium vs GPT-6 Astra Low: First configuration wins
- GPT-6 Luna Medium vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Luna Medium vs GPT-6 Sol High: Second configuration wins
- GPT-6 Luna Medium vs GPT-6 Astra High: Second configuration wins
- GPT-6 Luna Medium vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Luna Medium vs Claude Opus 5.5 High: First configuration wins
- GPT-6 Astra Low vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol High: Second configuration wins
- GPT-6 Astra Low vs GPT-6 Astra High: Second configuration wins
- GPT-6 Astra Low vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Astra Low vs Claude Opus 5.5 High: First configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Sol High: Second configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Astra High: Second configuration wins
- Claude Haiku 5.5 Low vs Claude Sonnet 5.5 Medium: First configuration wins
- Claude Haiku 5.5 Low vs Claude Opus 5.5 High: Second configuration wins
- GPT-6 Sol High vs GPT-6 Astra High: First configuration wins
- GPT-6 Sol High vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Sol High vs Claude Opus 5.5 High: First configuration wins
- GPT-6 Astra High vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Astra High vs Claude Opus 5.5 High: First configuration wins
- Claude Sonnet 5.5 Medium vs Claude Opus 5.5 High: Second configuration wins