Published task benchmark

PII Logging Risk Review

Given application code and a data-handling policy, identify log statements that may expose personal data and suggest policy-compliant structured alternatives.

Compare measured quality, workload cost, and latency across model tiers. Results are task-specific and directional—not a general model ranking.

Engineering & ProductAnalysisEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

PII Logging Risk Review

Given application code and a data-handling policy, identify log statements that may expose personal data and suggest policy-compliant structured alternatives.

Engineering & ProductPer codebase
Not benchmarked
No result on this tier
Token profile pending
/100K
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Gemma 4 E4B IT
E4B · Off-the-shelf
561 in · 1,419 out · 22.39s p50
$16.15 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
62%
Qwen3 235B A22B
235B (22B active) · Off-the-shelf
501 in · 1,673 out · 21.00s p50
$327 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.4550 input · $1.82 output /1M
TrustedRouter · $0.6330 input · $2.11 output /1M
72%
GPT-5.4
Hosted · Off-the-shelf
499 in · 1,936 out · 13.85s p50
$3029 /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
61%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small25%100/100$46.06
Qwen3 235B A22Bmid72%100/100$327
DeepSeek V3mid70%100/100$114
Mistral Large 2407mid54%100/100$221
Arcee Trinity Large Thinkingmid30%100/100$161
GPT-5.4frontier61%100/100$3029
Claude Opus 4.7frontier13%100/100$5405
Gemini 3.1 Pro Previewfrontier1%100/100$2505
Gemma 4 E4B ITsmall62%100/100$16.15
Granite 4.1 8Bsmall35%100/100$14.88
Ministral 8B Instruct 2410small9%100/100$23.19
Qwen3 4B Instruct 2507small21%100/100$124

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T08:54:02.499Z.

Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.

drydock

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