| Result | Rank 1GPT-6 Luna Medium | Rank 2GPT-6 Astra High | Rank 3GPT-6 Astra Low | Rank 4GPT-6 Sol None | Rank 5GPT-6 Sol High | Rank 6Claude Opus 5.5 Medium | Rank 7Claude Haiku 5.5 Low | Rank 8Claude Sonnet 5.5 Medium |
|---|---|---|---|---|---|---|---|---|
| Combined score | 90.20 | 89.86 | 87.80 | 86.73 | 74.67 | 70.93 | 66.23 | 63.36 |
| Judge | ||||||||
| Judge score /100 | 90.00 | 90.50 | 88.00 | 86.50 | 74.00 | 71.50 | 66.50 | 63.00 |
| Correctness /10 | 9 | 9 | 9 | 9 | 7 | 7 | 6 | 6 |
| Coverage /10 | 9 | 10 | 9 | 9 | 8 | 7 | 8 | 6 |
| Evidence /10 | 9 | 8 | 8 | 8 | 7 | 7 | 6 | 6 |
| Actionability /10 | 9 | 9 | 9 | 8 | 8 | 8 | 7 | 8 |
| Time | 3.99 s | 16.62 s | 11.32 s | 6.05 s | 9.12 s | 38.95 s | 37.73 s | 25.93 s |
| Estimated USD | $0.0003532 | $0.04573 | $0.03993 | $0.007132 | $0.008862 | 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 Luna Medium | Rank 2 GPT-6 Astra High | Rank 3 GPT-6 Astra Low | Rank 4 GPT-6 Sol None | Rank 5 GPT-6 Sol High | Rank 6 Claude Opus 5.5 Medium | Rank 7 Claude Haiku 5.5 Low | Rank 8 Claude Sonnet 5.5 Medium |
|---|---|---|---|---|---|---|---|---|
| Quality points | 85.2632 | 85.7368 | 83.3684 | 81.9474 | 70.1053 | 67.7368 | 63 | 59.6842 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.9352 | 4.1214 | 4.4278 | 4.7809 | 4.5686 | 3.1914 | 3.2313 | 3.6751 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total input incl cache | N/A | 2,593 | 2,593 | 2,361 | 2,361 | N/A | N/A | N/A |
| Cache read (subset of input) | N/A | 0 | 0 | 0 | 0 | N/A | N/A | N/A |
| Cache write (subset of input) | N/A | 0 | 0 | 0 | 0 | N/A | N/A | N/A |
| Total output incl reasoning | N/A | 396 | 280 | 241 | 414 | 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 · 2026-10-13T04:46:23.478Z · 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 High vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Astra High vs GPT-6 Sol None: First configuration wins
- GPT-6 Astra High vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra High vs GPT-6 Astra Low: First configuration wins
- GPT-6 Astra High vs GPT-6 Sol High: First configuration wins
- GPT-6 Astra High vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Astra High vs Claude Opus 5.5 Medium: First configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Sol None: Second configuration wins
- Claude Sonnet 5.5 Medium vs Claude Haiku 5.5 Low: Second configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Astra 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 Luna Medium: Second configuration wins
- Claude Sonnet 5.5 Medium vs Claude Opus 5.5 Medium: Second configuration wins
- GPT-6 Sol None vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Sol None vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Sol None vs GPT-6 Sol High: First configuration wins
- GPT-6 Sol None vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Sol None vs Claude Opus 5.5 Medium: First configuration wins
- Claude Haiku 5.5 Low 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 Luna Medium: Second configuration wins
- Claude Haiku 5.5 Low vs Claude Opus 5.5 Medium: Second configuration wins
- GPT-6 Astra Low vs GPT-6 Sol High: First configuration wins
- GPT-6 Astra Low vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Astra Low vs Claude Opus 5.5 Medium: First configuration wins
- GPT-6 Sol High vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Sol High vs Claude Opus 5.5 Medium: First configuration wins
- GPT-6 Luna Medium vs Claude Opus 5.5 Medium: First configuration wins