| Result | Rank 1GPT-6 Sol Medium | Rank 2GPT-6 Sol High | Rank 3GPT-6 Astra Low | Rank 4GPT-6 Astra Medium | Rank 5Claude Haiku 5.5 Low | Rank 6GPT-6 Luna Medium | Rank 7Claude Sonnet 5.5 Medium | Rank 8Claude Opus 5.5 Medium |
|---|---|---|---|---|---|---|---|---|
| Combined score | 90.03 | 89.93 | 89.69 | 89.68 | 82.82 | 76.97 | 75.79 | 75.73 |
| Judge | ||||||||
| Judge score /100 | 90.00 | 90.00 | 90.00 | 90.00 | 84.00 | 76.00 | 76.50 | 76.50 |
| Correctness /10 | 9 | 9 | 9 | 9 | 8 | 7 | 8 | 8 |
| Coverage /10 | 9 | 9 | 9 | 9 | 9 | 8 | 6 | 6 |
| Evidence /10 | 9 | 9 | 9 | 9 | 8 | 8 | 8 | 8 |
| Actionability /10 | 9 | 9 | 9 | 9 | 9 | 8 | 9 | 9 |
| Time | 6.18 s | 7.63 s | 11.4 s | 11.42 s | 37.53 s | 3.5 s | 35.2 s | 37.11 s |
| Estimated USD | $0.007168 | $0.007668 | $0.03771 | $0.03816 | N/A | $0.0003165 | 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 Medium | Rank 2 GPT-6 Sol High | Rank 3 GPT-6 Astra Low | Rank 4 GPT-6 Astra Medium | Rank 5 Claude Haiku 5.5 Low | Rank 6 GPT-6 Luna Medium | Rank 7 Claude Sonnet 5.5 Medium | Rank 8 Claude Opus 5.5 Medium |
|---|---|---|---|---|---|---|---|---|
| Quality points | 85.2632 | 85.2632 | 85.2632 | 85.2632 | 79.5789 | 72 | 72.4737 | 72.4737 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.7717 | 4.6696 | 4.4227 | 4.4216 | 3.2379 | 4.9732 | 3.3172 | 3.252 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total input incl cache | 2,354 | 2,354 | 2,586 | 2,586 | N/A | N/A | N/A | N/A |
| Cache read (subset of input) | 0 | 0 | 0 | 0 | N/A | N/A | N/A | N/A |
| Cache write (subset of input) | 0 | 0 | 0 | 0 | N/A | N/A | N/A | N/A |
| Total output incl reasoning | 246 | 296 | 237 | 246 | N/A | 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
engineering · 2026-10-13T04:17:31.484Z · 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 Medium vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Luna Medium: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Astra Medium: First configuration wins
- GPT-6 Sol Medium vs Claude Opus 5.5 Medium: First configuration wins
- GPT-6 Sol Medium vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Sol High: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Astra Low: First configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Luna Medium: Second configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Astra Medium: Second configuration wins
- Claude Sonnet 5.5 Medium vs Claude Opus 5.5 Medium: First configuration wins
- Claude Sonnet 5.5 Medium vs Claude Haiku 5.5 Low: Second configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Sol High: Second configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Luna Medium vs GPT-6 Astra Medium: Second configuration wins
- GPT-6 Luna Medium vs Claude Opus 5.5 Medium: First configuration wins
- GPT-6 Luna Medium vs Claude Haiku 5.5 Low: Second configuration wins
- GPT-6 Luna Medium vs GPT-6 Sol High: Second configuration wins
- GPT-6 Luna Medium 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 High: Second configuration wins
- GPT-6 Astra Medium vs GPT-6 Astra Low: Second configuration wins
- Claude Opus 5.5 Medium vs Claude Haiku 5.5 Low: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Sol High: 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 High: Second configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Sol High vs GPT-6 Astra Low: First configuration wins