| 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 | $0.00027562 |
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 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 |
| Total input incl cache | 2,604 | 2,836 | 2,836 | 2,604 | N/A | N/A | N/A | N/A | N/A | 2,444 |
| Cache read (subset of input) | 0 | 0 | 0 | 0 | N/A | N/A | N/A | N/A | N/A | 0 |
| Cache write (subset of input) | 0 | 0 | 0 | 0 | N/A | N/A | N/A | N/A | N/A | 0 |
| Total output incl reasoning | 414 | 446 | 3,475 | 549 | N/A | N/A | N/A | N/A | N/A | 178 |
| Reasoning (subset of output) | N/A | 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
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