| Result | Rank 1GPT-6 Astra Medium | Rank 2GPT-6 Luna Medium | Rank 3GPT-6 Sol Medium | Rank 4GPT-6 Sol High | Rank 5Grok 4.7 High | Rank 6GPT-6 Astra Low | Rank 7Claude Haiku 5.5 Medium | Rank 8Claude Sonnet 5.5 Low | Rank 9Claude Opus 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Combined score | 84.73 | 83.06 | 82.60 | 80.21 | 78.77 | 75.24 | 69.44 | 67.13 | 53.30 |
| Judge | |||||||||
| Judge score /100 | 85.00 | 82.50 | 82.50 | 80.00 | 80.00 | 75.00 | 69.00 | 66.50 | 52.00 |
| Correctness /10 | 9 | 8 | 8 | 8 | 8 | 8 | 7 | 7 | 5 |
| Coverage /10 | 7 | 9 | 9 | 8 | 8 | 6 | 6 | 5 | 5 |
| Evidence /10 | 9 | 8 | 8 | 8 | 8 | 8 | 7 | 7 | 6 |
| Actionability /10 | 9 | 8 | 8 | 8 | 8 | 8 | 8 | 8 | 5 |
| Time | 15.04 s | 4.4 s | 11.13 s | 11.44 s | 45.88 s | 15.45 s | 17.65 s | 16.39 s | 18.22 s |
| Estimated USD | $0.03905 | $0.0003464 | $0.008266 | $0.009026 | $0.054364 | $0.03945 | 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 Medium | Rank 2 GPT-6 Luna Medium | Rank 3 GPT-6 Sol Medium | Rank 4 GPT-6 Sol High | Rank 5 Grok 4.7 High | Rank 6 GPT-6 Astra Low | Rank 7 Claude Haiku 5.5 Medium | Rank 8 Claude Sonnet 5.5 Low | Rank 9 Claude Opus 5.5 Medium |
|---|---|---|---|---|---|---|---|---|---|
| Quality points | 80.5263 | 78.1579 | 78.1579 | 75.7895 | 75.7895 | 71.0526 | 65.3684 | 63 | 49.2632 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.2082 | 4.9034 | 4.4396 | 4.4201 | 2.9826 | 4.1852 | 4.0669 | 4.1339 | 4.0374 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total input incl cache | 2,600 | N/A | 2,368 | 2,368 | 16,958 | 2,600 | N/A | N/A | N/A |
| Cache read (subset of input) | 0 | N/A | 0 | 0 | N/A | 0 | N/A | N/A | N/A |
| Cache write (subset of input) | 0 | N/A | 0 | 0 | N/A | 0 | N/A | N/A | N/A |
| Total output incl reasoning | 261 | N/A | 353 | 429 | 3,408 | 269 | 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
product · 2026-10-13T03:46:09.715Z · 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
- Grok 4.7 High vs Claude Opus 5.5 Medium: First configuration wins
- Grok 4.7 High vs GPT-6 Astra Low: First configuration wins
- Grok 4.7 High vs GPT-6 Astra Medium: Second configuration wins
- Grok 4.7 High vs Claude Sonnet 5.5 Low: First configuration wins
- Grok 4.7 High vs GPT-6 Sol Medium: Second configuration wins
- Grok 4.7 High vs GPT-6 Luna Medium: Second configuration wins
- Grok 4.7 High vs Claude Haiku 5.5 Medium: First configuration wins
- Grok 4.7 High vs GPT-6 Sol High: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Astra Low: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Astra Medium: Second configuration wins
- Claude Opus 5.5 Medium vs Claude Sonnet 5.5 Low: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Sol Medium: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Luna Medium: Second configuration wins
- Claude Opus 5.5 Medium vs Claude Haiku 5.5 Medium: Second configuration wins
- Claude Opus 5.5 Medium vs GPT-6 Sol High: Second configuration wins
- GPT-6 Astra Low vs GPT-6 Astra Medium: Second configuration wins
- GPT-6 Astra Low vs Claude Sonnet 5.5 Low: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol Medium: Second configuration wins
- GPT-6 Astra Low vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Astra Low vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol High: Second configuration wins
- GPT-6 Astra Medium vs Claude Sonnet 5.5 Low: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Luna Medium: First configuration wins
- GPT-6 Astra Medium vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Astra Medium vs GPT-6 Sol High: First configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Sol Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Luna Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs Claude Haiku 5.5 Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Sol High: Second configuration wins
- GPT-6 Sol Medium vs GPT-6 Luna Medium: Second configuration wins
- GPT-6 Sol Medium vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Sol Medium vs GPT-6 Sol High: First configuration wins
- GPT-6 Luna Medium vs Claude Haiku 5.5 Medium: First configuration wins
- GPT-6 Luna Medium vs GPT-6 Sol High: First configuration wins
- Claude Haiku 5.5 Medium vs GPT-6 Sol High: Second configuration wins