Published task benchmark

Pay-Clarifier

Explains tax withholdings and deductions to employees in simple terms.

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

Human ResourcesGenerationEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Pay-Clarifier

Explains tax withholdings and deductions to employees in simple terms.

Human ResourcesPer paycheck
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
317 in · 247 out · 3.97s p50
$3.27 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
99%
Best accuracyCheapest
Mistral Large 2407
123B · Off-the-shelf
335 in · 417 out · 10.90s p50
$83.66 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.5275 input · $1.58 output /1M
OpenRouter · $2.00 input · $6.00 output /1M
43%
GPT-5.4
Hosted · Off-the-shelf
284 in · 393 out · 4.24s p50
$661 /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
92%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small35%100/100$26.04
Qwen3 235B A22Bmid18%100/100$94.32
DeepSeek V3mid22%100/100$40.27
Mistral Large 2407mid43%100/100$83.66
Arcee Trinity Large Thinkingmid27%100/100$67.10
GPT-5.4frontier92%100/100$661
Claude Opus 4.7frontier69%100/100$2423
Gemini 3.1 Pro Previewfrontier88%100/100$2084
Gemma 4 E4B ITsmall99%100/100$3.27
Granite 4.1 8Bsmall19%100/100$6.79
Ministral 8B Instruct 2410small88%100/100$8.65
Qwen3 4B Instruct 2507small49%100/100$28.20

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T09:44:02.517Z.

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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