Published task benchmark

Stock-Val

Reviews inventory logs to ensure valuation methods (FIFO/LIFO) are consistent.

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

Finance & AccountingAnalysisEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Stock-Val

Reviews inventory logs to ensure valuation methods (FIFO/LIFO) are consistent.

Finance & AccountingPer inventory log
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
639 in · 925 out · 14.94s p50
$11.11 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
42%
DeepSeek V3
Hosted · Off-the-shelf
568 in · 997 out · 9.19s p50
$113 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.3376 input · $0.9390 output /1M
OpenRouter · $0.2900 input · $1.14 output /1M
57%
GPT-5.4
Hosted · Off-the-shelf
529 in · 1,082 out · 9.78s p50
$1755 /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
86%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small28%100/100$45.24
Qwen3 235B A22Bmid43%100/100$305
DeepSeek V3mid57%100/100$113
Mistral Large 2407mid43%100/100$202
Arcee Trinity Large Thinkingmid28%100/100$158
GPT-5.4frontier86%100/100$1755
Claude Opus 4.7frontier78%100/100$4764
Gemini 3.1 Pro Previewfrontier23%100/100$2492
Gemma 4 E4B ITsmall42%100/100$11.11
Granite 4.1 8Bsmall33%100/100$10.93
Ministral 8B Instruct 2410small19%100/100$24.91
Qwen3 4B Instruct 2507small32%100/100$116

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T09:12:08.616Z.

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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