Published task benchmark

Tool Selection and Argument Validation

Given conversation history and OpenAI-compatible tool definitions, call every required tool with valid supplied arguments or explain missing or invalid parameters without fabricating a call. Available model: neurometric/tool-choice.

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

Engineering & ProductGenerationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Tool Selection and Argument Validation

Given conversation history and OpenAI-compatible tool definitions, call every required tool with valid supplied arguments or explain missing or invalid parameters without fabricating a call. Available model: neurometric/tool-choice.

Engineering & ProductPer tool call
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
415 in · 101 out · 1.50s p50
$1.94 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
31%
Cheapest
Arcee Trinity Large Thinking
400B · Off-the-shelf
393 in · 932 out · 2.03s p50
$84.39 /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
45%
Claude Opus 4.7
Hosted · Off-the-shelf
637 in · 231 out · 3.07s p50
$896 /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
74%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small27%100/100$22.93
Qwen3 235B A22Bmid42%100/100$41.72
DeepSeek V3mid30%100/100$24.10
Mistral Large 2407mid40%100/100$65.41
Arcee Trinity Large Thinkingmid45%100/100$84.39
GPT-5.4frontier71%100/100$307
Claude Opus 4.7frontier74%100/100$896
Gemini 3.1 Pro Previewfrontier54%100/100$876
Gemma 4 E4B ITsmall31%100/100$1.94
Granite 4.1 8Bsmall31%100/100$5.63
Ministral 8B Instruct 2410small17%100/100$8.67
Qwen3 4B Instruct 2507small24%100/100$12.44

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T02:50:02.530Z.

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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