claude-opus-5
claude-opus-5 · high, showing backend engineering. Results for all tested efforts are available below.
Backend engineering68
claude-opus-5 · high
- Backend engineering
- 68
- Frontend interaction
- 85
- Knowledge & Reasoning
- 90
- Visual aesthetics
- 61
- Maintainability
- 57
- Evaluation time
- 12m 23s
- Reference cost
- $1.19
Backend engineering · Evaluation time & API cost
Backend tested · 9/10/2026Tasks & 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 |
|---|---|---|---|---|---|---|---|---|---|
| 76.95 | 68 | 85 | 90 | 61 | 57 | 66m 37s | $4.06 | ||
| 77.75 | 74 | 87 | 85 | 66 | 59 | 80m 26s | $5.68 | ||
| 81.70 | 70 | 87 | 95 | 73 | 61 | 92m 12s | $7.99 |
Score breakdown
- Overall score
- 76.95
- Evaluation time
- 66m 37s
- Reference cost
- $4.06
Service logic, error handling, and test verification.
Contracts and boundaries11 / 20
API contracts, input validation, and boundary behavior.
Retries and failures17 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review10 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency14 / 20
State transitions, concurrency control, and data consistency.
Caching and regression16 / 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
- +6.0 pts 68.00 → 74.00
- Reference cost
- +$0.82 $1.19 → $2.01
- Evaluation time
- +51.0% 12m 23s → 18m 42s
Data snapshot published · 10/27/2026Scoring & cost notes