Published task benchmark

Inventory Stock-Out Explanation

Given inventory events, purchase orders, sales velocity, and fulfillment data, identify the primary stock-out cause and generate a customer-safe explanation.

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

E-commerce & LogisticsAnalysisEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Inventory Stock-Out Explanation

Given inventory events, purchase orders, sales velocity, and fulfillment data, identify the primary stock-out cause and generate a customer-safe explanation.

E-commerce & LogisticsPer inventory event
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
885 in · 851 out · 13.86s p50
$10.85 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
79%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
933 in · 915 out · 24.36s p50
$194 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.5275 input · $1.58 output /1M
OpenRouter · $2.00 input · $6.00 output /1M
88%
GPT-5.4
Hosted · Off-the-shelf
716 in · 881 out · 9.55s p50
$1501 /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
99%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small37%100/100$45.42
Qwen3 235B A22Bmid78%100/100$262
DeepSeek V3mid79%100/100$80.38
Mistral Large 2407mid88%100/100$194
Arcee Trinity Large Thinkingmid58%100/100$142
GPT-5.4frontier99%100/100$1501
Claude Opus 4.7frontier97%100/100$4506
Gemini 3.1 Pro Previewfrontier33%100/100$2531
Gemma 4 E4B ITsmall79%100/100$10.85
Granite 4.1 8Bsmall49%100/100$15.32
Ministral 8B Instruct 2410small47%100/100$26.77
Qwen3 4B Instruct 2507small36%100/100$98.26

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T10:37:02.496Z.

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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