Published task benchmark

Expense-Code

Categorizes raw transactions into specific tax-deductible buckets.

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

Finance & AccountingClassificationEvaluated 9/4/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Expense-Code

Categorizes raw transactions into specific tax-deductible buckets.

Finance & AccountingPer transaction
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
168 in · 15 out · 0.29s p50
$0.5127 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
86%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
150 in · 18 out · 0.51s p50
$6.40 /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
91%
GPT-5.4
Hosted · Off-the-shelf
150 in · 31 out · 1.36s p50
$84.00 /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 v2small51%100/100$9.03
Qwen3 235B A22Bmid76%100/100$14.20
DeepSeek V3mid91%100/100$6.40
Mistral Large 2407mid72%100/100$15.51
Arcee Trinity Large Thinkingmid81%100/100$31.77
GPT-5.4frontier95%100/100$84.00
Claude Opus 4.7frontier84%100/100$280
Gemini 3.1 Pro Previewfrontier79%100/100$583
Gemma 4 E4B ITsmall86%100/100$0.5127
Granite 4.1 8Bsmall58%100/100$1.19
Ministral 8B Instruct 2410small52%100/100$3.04
Qwen3 4B Instruct 2507small59%100/100$5.07

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-04T20:26:02.523Z.

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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