| Result | Rank 1GPT-6 Sol Low | Rank 2GPT-6 Sol Extra High | Rank 3GPT-6 Astra Medium | Rank 4GPT-6 Astra Max | Rank 5GPT-6 Luna High | Rank 6Claude Opus 5.5 High | Rank 7Claude Sonnet 5.5 High | Rank 8Claude Haiku 5.5 Medium |
|---|---|---|---|---|---|---|---|---|
| Combined score | 90.04 | 89.80 | 89.66 | 87.84 | 82.26 | 81.89 | 73.94 | 71.14 |
| Judge | ||||||||
| Judge score /100 | 90.00 | 90.00 | 90.00 | 90.00 | 82.00 | 82.50 | 74.00 | 71.00 |
| Correctness /10 | 9 | 9 | 9 | 9 | 8 | 9 | 8 | 7 |
| Coverage /10 | 9 | 9 | 9 | 9 | 8 | 6 | 5 | 6 |
| Evidence /10 | 9 | 9 | 9 | 9 | 9 | 9 | 8 | 8 |
| Actionability /10 | 9 | 9 | 9 | 9 | 8 | 9 | 9 | 8 |
| Time | 6.14 s | 9.64 s | 11.9 s | 62.73 s | 9 s | 24.71 s | 22.42 s | 21.53 s |
| Estimated USD | $0.007238 | $0.010408 | $0.03971 | $0.11541 | $0.00044 | 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 Extra High | Rank 3 GPT-6 Astra Medium | Rank 4 GPT-6 Astra Max | Rank 5 GPT-6 Luna High | Rank 6 Claude Opus 5.5 High | Rank 7 Claude Sonnet 5.5 High | Rank 8 Claude Haiku 5.5 Medium |
|---|---|---|---|---|---|---|---|---|
| Quality points | 85.2632 | 85.2632 | 85.2632 | 85.2632 | 77.6842 | 78.1579 | 70.1053 | 67.2632 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.7745 | 4.5346 | 4.3922 | 2.5731 | 4.5765 | 3.7278 | 3.8314 | 3.8735 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total input incl cache | 2,364 | 2,364 | 2,596 | 2,596 | 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 | 251 | 568 | 275 | 1,789 | 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 |
Swipe, scroll or use Previous and More to compare configurations. Row labels stay visible.
Advanced results and scoring details
engineering · 2026-10-13T04:43:00.253Z · 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 Astra Medium vs Claude Opus 5.5 High: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Astra Max: First configuration wins
- GPT-6 Astra Medium vs Claude Sonnet 5.5 High: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Sol Extra High: Second configuration wins
- GPT-6 Astra Medium vs GPT-6 Luna High: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Sol Low: Second configuration wins
- GPT-6 Astra Medium vs Claude Haiku 5.5 Medium: First configuration wins
- Claude Opus 5.5 High vs GPT-6 Astra Max: Second configuration wins
- Claude Opus 5.5 High vs Claude Sonnet 5.5 High: First configuration wins
- Claude Opus 5.5 High vs GPT-6 Sol Extra High: Second configuration wins
- Claude Opus 5.5 High vs GPT-6 Luna High: Second configuration wins
- Claude Opus 5.5 High vs GPT-6 Sol Low: Second configuration wins
- Claude Opus 5.5 High vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Astra Max vs Claude Sonnet 5.5 High: First configuration wins
- GPT-6 Astra Max vs GPT-6 Sol Extra High: Second configuration wins
- GPT-6 Astra Max vs GPT-6 Luna High: First configuration wins
- GPT-6 Astra Max vs GPT-6 Sol Low: Second configuration wins
- GPT-6 Astra Max vs Claude Haiku 5.5 Medium: First configuration wins
- Claude Sonnet 5.5 High vs GPT-6 Sol Extra High: Second configuration wins
- Claude Sonnet 5.5 High vs GPT-6 Luna High: Second configuration wins
- Claude Sonnet 5.5 High vs GPT-6 Sol Low: Second configuration wins
- Claude Sonnet 5.5 High vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Sol Extra High vs GPT-6 Luna High: First configuration wins
- GPT-6 Sol Extra High vs GPT-6 Sol Low: Second configuration wins
- GPT-6 Sol Extra High vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Luna High vs GPT-6 Sol Low: Second configuration wins
- GPT-6 Luna High vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Sol Low vs Claude Haiku 5.5 Medium: First configuration wins