Published task benchmark

Cash Application Agent

Match incoming payments to open invoices and apply or escalate ambiguous remittances.

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

Finance, accounting, and procurement operationsAnalysisEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Cash Application Agent

Match incoming payments to open invoices and apply or escalate ambiguous remittances.

Finance, accounting, and procurement operationsPer payment
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Nemotron Nano 9B v2
9B · Off-the-shelf
568 in · 1,250 out · 7.86s p50
$32.16 /100K
AWS Bedrock temporary list price
View token rates
AWS Bedrock · $0.0600 input · $0.2300 output /1M
49%
Qwen3 235B A22B
235B (22B active) · Off-the-shelf
547 in · 1,059 out · 10.52s p50
$218 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.4550 input · $1.82 output /1M
TrustedRouter · $0.6330 input · $2.11 output /1M
71%
Claude Opus 4.7
Hosted · Off-the-shelf
729 in · 1,099 out · 12.81s p50
$3112 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $5.00 input · $25.00 output /1M
TrustedRouter · $5.28 input · $26.38 output /1M
84%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small49%100/100$32.16
Qwen3 235B A22Bmid71%100/100$218
DeepSeek V3mid66%100/100$71.38
Mistral Large 2407mid53%100/100$147
Arcee Trinity Large Thinkingmid49%100/100$107
GPT-5.4frontier81%100/100$1079
Claude Opus 4.7frontier84%100/100$3112
Gemini 3.1 Pro Previewfrontier67%100/100$1901
Gemma 4 E4B ITsmall48%100/100$9.60
Granite 4.1 8Bsmall48%100/100$11.14
Ministral 8B Instruct 2410small33%100/100$19.34
Qwen3 4B Instruct 2507small47%100/100$98.00

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T23:41:02.313Z.

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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