| Result | Rank 1GPT-6 Astra Low | Rank 2GPT-6 Astra High | Rank 3GPT-6 Sol Low | Rank 4GPT-6 Sol Medium | Rank 5GPT-6 Luna Low | Rank 6Grok 4.7 High | Rank 7Claude Opus 5.5 Low | Rank 8Claude Haiku 5.5 Low | Rank 9Claude Sonnet 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Combined score | 89.59 | 89.19 | 88.65 | 84.88 | 82.60 | 74.12 | 73.09 | 71.08 | 61.71 |
| Judge | |||||||||
| Judge score /100 | 90.00 | 90.00 | 88.50 | 84.50 | 82.00 | 75.50 | 73.00 | 71.00 | 61.00 |
| Correctness /10 | 9 | 9 | 9 | 8 | 8 | 7 | 8 | 8 | 7 |
| Coverage /10 | 9 | 9 | 9 | 9 | 8 | 9 | 5 | 5 | 4 |
| Evidence /10 | 9 | 9 | 9 | 9 | 9 | 8 | 9 | 8 | 7 |
| Actionability /10 | 9 | 9 | 8 | 8 | 8 | 6 | 7 | 7 | 6 |
| Time | 12.99 s | 20.36 s | 5.67 s | 5.35 s | 4.3 s | 61.85 s | 20.4 s | 22.8 s | 20.53 s |
| Estimated USD | $0.03833 | $0.04618 | $0.006662 | $0.006642 | $0.0003307 | $0.061818 | 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 High | Rank 3 GPT-6 Sol Low | Rank 4 GPT-6 Sol Medium | Rank 5 GPT-6 Luna Low | Rank 6 Grok 4.7 High | Rank 7 Claude Opus 5.5 Low | Rank 8 Claude Haiku 5.5 Low | Rank 9 Claude Sonnet 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Quality points | 85.2632 | 85.2632 | 83.8421 | 80.0526 | 77.6842 | 71.5263 | 69.1579 | 67.2632 | 57.7895 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.3263 | 3.9299 | 4.8089 | 4.8324 | 4.9114 | 2.5917 | 3.9275 | 3.8141 | 3.9216 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total input incl cache | 2,578 | 2,578 | 2,346 | 2,346 | N/A | 16,932 | N/A | N/A | N/A |
| Cache read (subset of input) | 0 | 0 | 0 | 0 | N/A | 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 | N/A |
| Total output incl reasoning | 251 | 408 | 197 | 195 | N/A | 4,659 | 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 | N/A |
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Advanced results and scoring details
innovation · 2026-10-13T03:46:58.416Z · 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
- Claude Opus 5.5 Low vs Grok 4.7 High: 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 High: Second configuration wins
- Claude Opus 5.5 Low vs Claude Sonnet 5.5 Medium: First configuration wins
- Claude Opus 5.5 Low vs GPT-6 Sol Medium: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Luna Low: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Sol Low: Second configuration wins
- Claude Opus 5.5 Low vs Claude Haiku 5.5 Low: First configuration wins
- Grok 4.7 High vs GPT-6 Astra Low: Second configuration wins
- Grok 4.7 High vs GPT-6 Astra High: Second configuration wins
- Grok 4.7 High vs Claude Sonnet 5.5 Medium: First configuration wins
- Grok 4.7 High vs GPT-6 Sol Medium: Second configuration wins
- Grok 4.7 High vs GPT-6 Luna Low: Second configuration wins
- Grok 4.7 High vs GPT-6 Sol Low: Second configuration wins
- Grok 4.7 High vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra Low vs GPT-6 Astra High: First configuration wins
- GPT-6 Astra Low vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Astra Low vs GPT-6 Luna Low: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol Low: First configuration wins
- GPT-6 Astra Low vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra High vs Claude Sonnet 5.5 Medium: First configuration wins
- GPT-6 Astra High vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Astra High vs GPT-6 Luna Low: First configuration wins
- GPT-6 Astra High vs GPT-6 Sol Low: First configuration wins
- GPT-6 Astra High vs Claude Haiku 5.5 Low: First configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Sol Medium: Second configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Luna Low: Second configuration wins
- Claude Sonnet 5.5 Medium vs GPT-6 Sol Low: Second configuration wins
- Claude Sonnet 5.5 Medium vs Claude Haiku 5.5 Low: Second configuration wins
- GPT-6 Sol Medium vs GPT-6 Luna Low: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Sol Low: Second configuration wins
- GPT-6 Sol Medium vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Luna Low vs GPT-6 Sol Low: Second configuration wins
- GPT-6 Luna Low vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Sol Low vs Claude Haiku 5.5 Low: First configuration wins