Analysis
Flaky Test Remediation Agent
Reproduce nondeterminism, identify the shared-state/timing cause, and stabilize the test.
Software engineering, data, and DevOpsPer test
Not benchmarked
No result on this tier
Token profile pending
— /100K
Run this tier to add it
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Gemma 4 E4B IT
E4B · Off-the-shelf
522 in · 1,280 out · 20.84s p50
$14.61 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
19%
DeepSeek V3
Hosted · Off-the-shelf
475 in · 1,056 out · 14.63s p50
$115 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.3376 input · $0.9390 output /1M
OpenRouter · $0.2500 input · $1.00 output /1M
50%
GPT-5.4
Hosted · Off-the-shelf
458 in · 1,672 out · 16.71s p50
$2623 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $2.50 input · $15.00 output /1M
TrustedRouter · $2.64 input · $15.82 output /1M
91%
Best accuracy
All 12 model results and methodology
Generated 100/100 examples
| Model | Tier | Quality | Judged | Scenario cost |
|---|---|---|---|---|
| Nemotron Nano 9B v2 | small | 1% | 100/100 | $47.46 |
| Qwen3 235B A22B | mid | 34% | 100/100 | $321 |
| DeepSeek V3 | mid | 50% | 100/100 | $115 |
| Mistral Large 2407 | mid | 16% | 100/100 | $186 |
| Arcee Trinity Large Thinking | mid | 15% | 100/100 | $151 |
| GPT-5.4 | frontier | 91% | 100/100 | $2623 |
| Claude Opus 4.7 | frontier | 45% | 100/100 | $5298 |
| Gemini 3.1 Pro Preview | frontier | 1% | 100/100 | $2519 |
| Gemma 4 E4B IT | small | 19% | 100/100 | $14.61 |
| Granite 4.1 8B | small | 3% | 100/100 | $11.59 |
| Ministral 8B Instruct 2410 | small | 4% | 100/100 | $19.18 |
| Qwen3 4B Instruct 2507 | small | 4% | 100/100 | $98.83 |
LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-11T09:27:02.422Z.
Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.
drydock