| Result | Rank 1GPT-6 Astra Low | Rank 2GPT-6 Astra Medium | Rank 3GPT-6 Sol Low | Rank 4GPT-6 Sol Medium | Rank 5GPT-6 Luna Low | Rank 6Claude Haiku 5.5 Medium | Rank 7Claude Opus 5.5 Low | Rank 8Claude Sonnet 5.5 Low |
|---|---|---|---|---|---|---|---|---|
| Combined score | 89.66 | 89.42 | 86.74 | 86.55 | 78.41 | 75.68 | 72.48 | 72.42 |
| Judge | ||||||||
| Judge score /100 | 90.00 | 90.00 | 86.50 | 86.50 | 77.50 | 76.50 | 73.00 | 73.00 |
| Correctness /10 | 9 | 9 | 9 | 9 | 8 | 8 | 8 | 8 |
| Coverage /10 | 9 | 9 | 9 | 9 | 7 | 8 | 6 | 6 |
| Evidence /10 | 9 | 9 | 8 | 8 | 8 | 7 | 7 | 7 |
| Actionability /10 | 9 | 9 | 8 | 8 | 8 | 7 | 8 | 8 |
| Time | 11.75 s | 16.03 s | 5.85 s | 8.62 s | 3.35 s | 38.41 s | 35.08 s | 36.7 s |
| Estimated USD | $0.0388 | $0.04325 | $0.007046 | $0.009046 | $0.0003324 | 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 Low | Rank 2 GPT-6 Astra Medium | Rank 3 GPT-6 Sol Low | Rank 4 GPT-6 Sol Medium | Rank 5 GPT-6 Luna Low | Rank 6 Claude Haiku 5.5 Medium | Rank 7 Claude Opus 5.5 Low | Rank 8 Claude Sonnet 5.5 Low |
|---|---|---|---|---|---|---|---|---|
| Quality points | 85.2632 | 85.2632 | 81.9474 | 81.9474 | 73.4211 | 72.4737 | 69.1579 | 69.1579 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.4014 | 4.1534 | 4.7957 | 4.6019 | 4.9849 | 3.2089 | 3.3214 | 3.2658 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total input incl cache | 2,580 | 2,580 | 2,348 | 2,348 | 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 | 260 | 349 | 235 | 435 | 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 · 2026-10-13T04:46:52.230Z · 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 Claude Opus 5.5 Low: First configuration wins
- GPT-6 Sol Low vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Sol Low vs GPT-6 Luna Low: First configuration wins
- GPT-6 Sol Low vs Claude Sonnet 5.5 Low: First configuration wins
- GPT-6 Sol Low vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Sol Low vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Sol Low vs GPT-6 Astra Medium: Second configuration wins
- Claude Opus 5.5 Low vs Claude Haiku 5.5 Medium: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Luna Low: Second configuration wins
- Claude Opus 5.5 Low vs Claude Sonnet 5.5 Low: First configuration wins
- Claude Opus 5.5 Low vs GPT-6 Sol Medium: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Astra Low: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Astra Medium: Second configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Luna Low: Second configuration wins
- Claude Haiku 5.5 Medium vs Claude Sonnet 5.5 Low: First configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Sol Medium: Second configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Astra Low: Second configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Astra Medium: Second configuration wins
- GPT-6 Luna Low vs Claude Sonnet 5.5 Low: First configuration wins
- GPT-6 Luna Low vs GPT-6 Sol Medium: Second configuration wins
- GPT-6 Luna Low vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Luna Low vs GPT-6 Astra Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Sol Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Astra Low: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Astra Medium: Second configuration wins
- GPT-6 Sol Medium vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Sol Medium vs GPT-6 Astra Medium: Second configuration wins
- GPT-6 Astra Low vs GPT-6 Astra Medium: First configuration wins