gpt-6-astra
gpt-6-astra · max, showing backend engineering. Results for all tested efforts are available below.
Backend engineering97
gpt-6-astra · max
- Backend engineering
- 97
- Frontend interaction
- 94
- Knowledge & Reasoning
- 95
- Visual aesthetics
- 73
- Maintainability
- 61
- Evaluation time
- 45m 41s
- Reference cost
- $4.80
Backend engineering · Evaluation time & API cost
Backend tested · 9/21/2026Tasks & 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 |
|---|---|---|---|---|---|---|---|---|---|
| 85.25 | 90 | 94 | 85 | 78 | 70 | 61m 27s | $3.70 | ||
| 84.00 | 91 | 89 | 85 | 75 | 70 | 72m 41s | $3.76 | ||
| 84.85 | 92 | 96 | 85 | 70 | 70 | 79m 52s | $4.40 | ||
| 88.80 | 95 | 96 | 95 | 75 | 61 | 83m 56s | $7.01 | ||
| 88.50 | 97 | 94 | 95 | 73 | 61 | 93m 26s | $8.35 |
Score breakdown
- Overall score
- 88.50
- Evaluation time
- 93m 26s
- Reference cost
- $8.35
Service logic, error handling, and test verification.
Contracts and boundaries19 / 20
API contracts, input validation, and boundary behavior.
Retries and failures20 / 20
Error recovery, retry conditions, and failure handling.
CI and adversarial review19 / 20
Verification plans, risk detection, and audit evidence.
Transactions and consistency20 / 20
State transitions, concurrency control, and data consistency.
Caching and regression19 / 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.
xhigh max
- Backend engineering
- +2.0 pts 95.00 → 97.00
- Reference cost
- +$1.45 $3.35 → $4.80
- Evaluation time
- +48.8% 30m 42s → 45m 41s
Data snapshot published · 10/27/2026Scoring & cost notes