gpt-6.1-sol
gpt-6.1-sol · max, showing knowledge & reasoning. Results for all tested efforts are available below.
gpt-6.1-sol · max
- Backend engineering
- 95
- Frontend interaction
- 96
- Knowledge & Reasoning
- 90
- Visual aesthetics
- 66
- Maintainability
- 70
- Evaluation time
- 5m 7s
- Reference cost
- $0.41
Knowledge & Reasoning · Evaluation time & API cost
Results by reasoning effort
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| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & Reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| 83.90 | 84 | 94 | 85 | 75 | 73 | 24m 22s | $1.33 | ||
| 83.85 | 89 | 83 | 90 | 73 | 70 | 28m 54s | $1.41 | ||
| 84.65 | 91 | 96 | 85 | 70 | 70 | 42m 39s | $1.56 | ||
| 83.45 | 90 | 94 | 85 | 66 | 70 | 74m 41s | $1.62 | ||
| 86.60 | 95 | 96 | 90 | 66 | 70 | 62m 9s | $1.69 |
Score breakdown
- Overall score
- 86.60
- Evaluation time
- 62m 9s
- Reference cost
- $1.69
Cross-disciplinary knowledge and complex problem solving.
Mathematical concepts, logical deduction, and calculation accuracy.
Computing systems, algorithms, and AI principles.
Scientific principles, quantitative analysis, and engineering problem solving.
Biological mechanisms, medical knowledge, and domain-specific reasoning.
Humanities, social sciences, conceptual distinctions, and synthesis.
What changes with higher reasoning effort
Compare knowledge & reasoning scores, cost, and time across neighboring tested efforts.
- Knowledge & Reasoning
- +5.0 pts 85.00 → 90.00
- Reference cost
- −$0.32 $0.73 → $0.41
- Evaluation time
- −60.0% 12m 46s → 5m 7s
Model and effort comparisons
GPT-6.1 Sol vs Claude Opus 5.5
Compare each model at its highest-scoring tested overall effort. Start with the dimension relevant to your task, then weigh evaluation time and reference cost.
GPT-6.1 Sol vs GPT-6 Sol
Compare the two Sol generations at their highest-scoring tested overall efforts, and see how score deltas trade off against evaluation time and reference cost.