Published task benchmark

Dietary Allergy Menu Screening

Given a patient allergy list, diet order, menu ingredients, and cross-contact rules, classify each meal as allowed, blocked, or requires review.

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

Healthcare & Life SciencesClassificationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Dietary Allergy Menu Screening

Given a patient allergy list, diet order, menu ingredients, and cross-contact rules, classify each meal as allowed, blocked, or requires review.

Healthcare & Life SciencesPer meal
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
275 in · 406 out · 2.51s p50
$10.99 /100K
AWS Bedrock temporary list price
View token rates
AWS Bedrock · $0.0600 input · $0.2300 output /1M
93%
Arcee Trinity Large Thinking
400B · Off-the-shelf
256 in · 760 out · 1.95s p50
$67.20 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.2500 input · $0.8000 output /1M
TrustedRouter · $0.2638 input · $0.8440 output /1M
95%
Gemini 3.1 Pro Preview
Hosted · Off-the-shelf
254 in · 293 out · 3.45s p50
$402 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $2.00 input · $12.00 output /1M
TrustedRouter · $2.11 input · $12.66 output /1M
96%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small93%100/100$10.99
Qwen3 235B A22Bmid89%100/100$21.07
DeepSeek V3mid88%100/100$10.73
Mistral Large 2407mid80%100/100$20.20
Arcee Trinity Large Thinkingmid95%100/100$67.20
GPT-5.4frontier94%100/100$126
Claude Opus 4.7frontier93%100/100$405
Gemini 3.1 Pro Previewfrontier96%100/100$402
Gemma 4 E4B ITsmall85%100/100$0.8208
Granite 4.1 8Bsmall86%100/100$1.80
Ministral 8B Instruct 2410small66%100/100$4.59
Qwen3 4B Instruct 2507small79%100/100$9.81

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T07:54:02.740Z.

Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.

drydock

Have a neighboring workload?

Describe it in Task Explorer. If it is not measured yet, you can request a benchmark and follow future results.

Explore another task