gpt-6-sol
gpt-6-sol · xhigh, showing backend engineering. Results for all tested efforts are available below.
Backend engineering80
gpt-6-sol · xhigh
- Backend engineering
- 80
- Frontend interaction
- 94
- Knowledge & Reasoning
- 75
- Visual aesthetics
- 75
- Maintainability
- 66
- Evaluation time
- 15m 13s
- Reference cost
- $0.46
Backend engineering · Evaluation time & API cost
Backend tested · 9/23/2026Tasks & methodology
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 |
|---|---|---|---|---|---|---|---|---|---|
| 66.55 | 54 | 81 | 70 | 61 | 59 | 33m 0s | $0.59 | ||
| 69.50 | 70 | 85 | 65 | 61 | 66 | 35m 34s | $0.77 | ||
| 71.65 | 76 | 81 | 70 | 61 | 66 | 31m 45s | $0.81 | ||
| 78.90 | 80 | 94 | 75 | 75 | 66 | 39m 22s | $1.10 | ||
| 76.55 | 80 | 90 | 70 | 75 | 68 | 35m 40s | $1.14 |
Score breakdown
- Overall score
- 78.90
- Evaluation time
- 39m 22s
- Reference cost
- $1.10
Service logic, error handling, and test verification.
Contracts and boundaries17 / 20
API contracts, input validation, and boundary behavior.
Retries and failures17 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review13 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency15 / 20
State transitions, concurrency control, and data consistency.
Caching and regression18 / 20
Cache invalidation, data updates, and regression coverage.
What changes with higher reasoning effort
Compare backend engineering scores, cost, and time across neighboring tested efforts.
high xhigh
- Backend engineering
- +4.0 pts 76.00 → 80.00
- Reference cost
- +$0.12 $0.34 → $0.46
- Evaluation time
- +33.4% 11m 24s → 15m 13s
Model and effort comparisons
Data snapshot published · 10/27/2026Scoring & cost notes