Published task benchmark

Benefits Eligibility Agent

Determine eligibility, collect missing evidence, and enroll or route the employee.

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

People and HR operationsAnalysisEvaluated 9/11/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Benefits Eligibility Agent

Determine eligibility, collect missing evidence, and enroll or route the employee.

People and HR operationsPer employee
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
681 in · 712 out · 10.80s p50
$8.95 /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
616 in · 624 out · 7.53s p50
$77.80 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.2500 input · $1.00 output /1M
TrustedRouter · $0.3376 input · $0.9390 output /1M
68%
GPT-5.4
Hosted · Off-the-shelf
590 in · 1,008 out · 10.27s p50
$1660 /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
95%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small34%100/100$33.85
Qwen3 235B A22Bmid54%100/100$224
DeepSeek V3mid68%100/100$77.80
Mistral Large 2407mid57%100/100$173
Arcee Trinity Large Thinkingmid37%100/100$132
GPT-5.4frontier95%100/100$1660
Claude Opus 4.7frontier83%100/100$4241
Gemini 3.1 Pro Previewfrontier68%100/100$2165
Gemma 4 E4B ITsmall69%100/100$8.95
Granite 4.1 8Bsmall34%100/100$10.00
Ministral 8B Instruct 2410small23%100/100$17.89
Qwen3 4B Instruct 2507small22%100/100$97.66

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-11T04:31:02.172Z.

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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