Published task benchmark

Employee Benefits Policy Q&A

Answer employee questions only from supplied current benefits-policy chunks, cite the authoritative section, and abstain when coverage is unspecified.

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

HR & Internal OpsExtractionEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Extraction

Employee Benefits Policy Q&A

Answer employee questions only from supplied current benefits-policy chunks, cite the authoritative section, and abstain when coverage is unspecified.

HR & Internal OpsPer policy
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
353 in · 82 out · 1.14s p50
$1.61 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
31%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
382 in · 169 out · 4.50s p50
$46.89 /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
37%
GPT-5.4
Hosted · Off-the-shelf
323 in · 224 out · 2.25s p50
$417 /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
73%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small7%100/100$13.02
Qwen3 235B A22Bmid25%100/100$39.04
DeepSeek V3mid22%100/100$17.55
Mistral Large 2407mid37%100/100$46.89
Arcee Trinity Large Thinkingmid24%100/100$109
GPT-5.4frontier73%100/100$417
Claude Opus 4.7frontier60%100/100$1520
Gemini 3.1 Pro Previewfrontier38%100/100$1220
Gemma 4 E4B ITsmall31%100/100$1.61
Granite 4.1 8Bsmall11%100/100$3.04
Ministral 8B Instruct 2410small10%100/100$6.53
Qwen3 4B Instruct 2507small4%100/100$8.99

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T06:52:02.738Z.

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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