Published task benchmark

Expense Policy Decision Explanation

Given an expense claim and the applicable policy, classify it as approve, reject, or review and return the exact policy rule supporting the decision.

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

Finance & AccountingClassificationEvaluated 9/8/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Expense Policy Decision Explanation

Given an expense claim and the applicable policy, classify it as approve, reject, or review and return the exact policy rule supporting the decision.

Finance & AccountingPer expense claim
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Qwen3 4B Instruct 2507
4B · Off-the-shelf
322 in · 81 out · 2.96s p50
$9.98 /100K
AWS Bedrock temporary proxy price
View token rates
AWS Bedrock · $0.1545 input · $0.6180 output /1M
31%
DeepSeek V3
Hosted · Off-the-shelf
304 in · 32 out · 0.77s p50
$12.46 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.2900 input · $1.14 output /1M
TrustedRouter · $0.3376 input · $0.9390 output /1M
40%
GPT-5.4
Hosted · Off-the-shelf
299 in · 76 out · 1.74s p50
$189 /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
83%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small18%100/100$13.44
Qwen3 235B A22Bmid24%100/100$25.21
DeepSeek V3mid40%100/100$12.46
Mistral Large 2407mid26%100/100$25.74
Arcee Trinity Large Thinkingmid31%100/100$105
GPT-5.4frontier83%100/100$189
Claude Opus 4.7frontier31%100/100$420
Gemini 3.1 Pro Previewfrontier55%100/100$807
Gemma 4 E4B ITsmall23%100/100$1.04
Granite 4.1 8Bsmall28%100/100$2.07
Ministral 8B Instruct 2410small25%100/100$5.68
Qwen3 4B Instruct 2507small31%100/100$9.98

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-08T22:06:03.517Z.

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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