Published task benchmark

Auth-Guard

Reviews authentication logic for common flaws (e.g., hardcoded keys).

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

EngineeringAnalysisEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Auth-Guard

Reviews authentication logic for common flaws (e.g., hardcoded keys).

EngineeringPer codebase
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Gemma 4 E4B IT
E4B · Off-the-shelf
471 in · 918 out · 14.26s p50
$10.68 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
69%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
432 in · 1,056 out · 7.48s p50
$114 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.3376 input · $0.9390 output /1M
OpenRouter · $0.2900 input · $1.14 output /1M
84%
GPT-5.4
Hosted · Off-the-shelf
418 in · 1,415 out · 13.82s p50
$2227 /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
97%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small44%100/100$33.26
Qwen3 235B A22Bmid74%100/100$224
DeepSeek V3mid84%100/100$114
Mistral Large 2407mid79%100/100$171
Arcee Trinity Large Thinkingmid45%100/100$145
GPT-5.4frontier97%100/100$2227
Claude Opus 4.7frontier20%100/100$5333
Gemini 3.1 Pro Previewfrontier30%100/100$2425
Gemma 4 E4B ITsmall69%100/100$10.68
Granite 4.1 8Bsmall66%100/100$13.24
Ministral 8B Instruct 2410small41%100/100$18.50
Qwen3 4B Instruct 2507small36%100/100$87.23

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T09:11:13.327Z.

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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