| Result | Rank 1GPT-6 Sol Low | Rank 2GPT-6 Astra Low | Rank 3GPT-6 Astra Max | Rank 4GPT-6 Sol Medium | Rank 5GPT-6 Luna Medium | Rank 6Claude Haiku 5.5 Low | Rank 7Claude Opus 5.5 Low | Rank 8Claude Sonnet 5.5 Low | Rank 9Composer 2.5 Default | Rank 10Nemotron 3 Super 120B A12B N/A |
|---|---|---|---|---|---|---|---|---|---|---|
| Combined score | 89.67 | 89.21 | 86.96 | 85.87 | 82.35 | 80.01 | 79.90 | 72.97 | 65.91 | 53.80 |
| Judge | ||||||||||
| Judge score /100 | 90.00 | 90.00 | 90.00 | 86.00 | 82.00 | 80.00 | 80.00 | 72.50 | 65.00 | 51.50 |
| Correctness /10 | 9 | 9 | 9 | 9 | 8 | 9 | 9 | 8 | 6 | 6 |
| Coverage /10 | 9 | 9 | 9 | 8 | 8 | 5 | 5 | 5 | 6 | 4 |
| Evidence /10 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 8 | 7 | 5 |
| Actionability /10 | 9 | 9 | 9 | 8 | 8 | 9 | 9 | 8 | 8 | 5 |
| Time | 11.62 s | 19.98 s | 126.21 s | 11.81 s | 7.61 s | 14.78 s | 16.86 s | 13.73 s | 12.99 s | 3.04 s |
| Estimated USD | $0.009348 | $0.05066 | $0.20211 | $0.010698 | $0.000416 | N/A | N/A | N/A | $0.0098035 | N/A |
Astra/Sol estimates use reviewed official standard API rates with cache ignored; other estimates use original frozen rates. Cost remains excluded from this battle score. These estimates are not Codex subscription charges or billed USD.
Judge score uses recorded rubric metrics; final rank uses the combined score.
Component points
| Result | Rank 1 GPT-6 Sol Low | Rank 2 GPT-6 Astra Low | Rank 3 GPT-6 Astra Max | Rank 4 GPT-6 Sol Medium | Rank 5 GPT-6 Luna Medium | Rank 6 Claude Haiku 5.5 Low | Rank 7 Claude Opus 5.5 Low | Rank 8 Claude Sonnet 5.5 Low | Rank 9 Composer 2.5 Default | Rank 10 Nemotron 3 Super 120B A12B N/A |
|---|---|---|---|---|---|---|---|---|---|---|
| Quality points | 85.2632 | 85.2632 | 85.2632 | 81.4737 | 77.6842 | 75.7895 | 75.7895 | 68.6842 | 61.5789 | 48.7895 |
| Test points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Speed points | 4.4094 | 3.9485 | 1.6959 | 4.3975 | 4.6705 | 4.2231 | 4.1085 | 4.2828 | 4.3267 | 5.0097 |
| Cost points | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
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Advanced results and scoring details
quality · 2026-10-13T03:14:49.941Z · 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
- Nemotron 3 Super 120B A12B N/A vs Claude Opus 5.5 Low: Second configuration wins
- Nemotron 3 Super 120B A12B N/A vs Claude Sonnet 5.5 Low: Second configuration wins
- Nemotron 3 Super 120B A12B N/A vs GPT-6 Sol Low: Second configuration wins
- Nemotron 3 Super 120B A12B N/A vs GPT-6 Astra Max: Second configuration wins
- Nemotron 3 Super 120B A12B N/A vs GPT-6 Astra Low: Second configuration wins
- Nemotron 3 Super 120B A12B N/A vs GPT-6 Luna Medium: Second configuration wins
- Nemotron 3 Super 120B A12B N/A vs Claude Haiku 5.5 Low: Second configuration wins
- Nemotron 3 Super 120B A12B N/A vs GPT-6 Sol Medium: Second configuration wins
- Nemotron 3 Super 120B A12B N/A vs Composer 2.5 Default: 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 Low: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Astra Max: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Astra Low: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Luna Medium: Second configuration wins
- Claude Opus 5.5 Low vs Claude Haiku 5.5 Low: Second configuration wins
- Claude Opus 5.5 Low vs GPT-6 Sol Medium: Second configuration wins
- Claude Opus 5.5 Low vs Composer 2.5 Default: First configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Sol Low: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Astra Max: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Astra Low: 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 Low: Second configuration wins
- Claude Sonnet 5.5 Low vs GPT-6 Sol Medium: Second configuration wins
- Claude Sonnet 5.5 Low vs Composer 2.5 Default: First configuration wins
- GPT-6 Sol Low vs GPT-6 Astra Max: First configuration wins
- GPT-6 Sol Low vs GPT-6 Astra Low: First configuration wins
- GPT-6 Sol Low vs GPT-6 Luna Medium: First configuration wins
- GPT-6 Sol Low vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Sol Low vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Sol Low vs Composer 2.5 Default: First configuration wins
- GPT-6 Astra Max vs GPT-6 Astra Low: Second configuration wins
- GPT-6 Astra Max vs GPT-6 Luna Medium: First configuration wins
- GPT-6 Astra Max vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra Max vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Astra Max vs Composer 2.5 Default: First configuration wins
- GPT-6 Astra Low vs GPT-6 Luna Medium: First configuration wins
- GPT-6 Astra Low vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Astra Low vs GPT-6 Sol Medium: First configuration wins
- GPT-6 Astra Low vs Composer 2.5 Default: First configuration wins
- GPT-6 Luna Medium vs Claude Haiku 5.5 Low: First configuration wins
- GPT-6 Luna Medium vs GPT-6 Sol Medium: Second configuration wins
- GPT-6 Luna Medium vs Composer 2.5 Default: First configuration wins
- Claude Haiku 5.5 Low vs GPT-6 Sol Medium: Second configuration wins
- Claude Haiku 5.5 Low vs Composer 2.5 Default: First configuration wins
- GPT-6 Sol Medium vs Composer 2.5 Default: First configuration wins