Published task benchmark

All-Hands Question Moderation

Given anonymous employee questions, classify topic, merge duplicates, preserve critical wording, and flag content requiring private follow-up.

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

HR & Internal OpsClassificationEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

All-Hands Question Moderation

Given anonymous employee questions, classify topic, merge duplicates, preserve critical wording, and flag content requiring private follow-up.

HR & Internal OpsPer question
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Granite 4.1 8B
8B · Off-the-shelf
326 in · 105 out · 1.28s p50
$2.68 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/4/2026
OpenRouter · $0.0500 input · $0.1000 output /1M
TrustedRouter · $0.0527 input · $0.1055 output /1M
28%
Mistral Large 2407
123B · Off-the-shelf
376 in · 256 out · 6.24s p50
$60.35 /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
45%
Claude Opus 4.7
Hosted · Off-the-shelf
553 in · 487 out · 5.66s p50
$1494 /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
82%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small12%100/100$21.42
Qwen3 235B A22Bmid11%100/100$27.39
DeepSeek V3mid17%100/100$21.86
Mistral Large 2407mid45%100/100$60.35
Arcee Trinity Large Thinkingmid40%100/100$139
GPT-5.4frontier57%100/100$382
Claude Opus 4.7frontier82%100/100$1494
Gemini 3.1 Pro Previewfrontier66%100/100$1615
Gemma 4 E4B ITsmall10%100/100$1.24
Granite 4.1 8Bsmall28%100/100$2.68
Ministral 8B Instruct 2410small6%100/100$7.20
Qwen3 4B Instruct 2507small8%100/100$11.28

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T08:50:02.697Z.

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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