Published task benchmark

Reply-Draft

Drafts a professional reply to an incoming email based on intent and tone.

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

OperationsGenerationEvaluated 9/6/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Reply-Draft

Drafts a professional reply to an incoming email based on intent and tone.

OperationsPer email
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
243 in · 143 out · 2.19s p50
$2.02 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
97%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
229 in · 164 out · 2.25s p50
$23.13 /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
94%
GPT-5.4
Hosted · Off-the-shelf
228 in · 127 out · 1.79s p50
$248 /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 v2small71%100/100$13.73
Qwen3 235B A22Bmid87%100/100$41.50
DeepSeek V3mid94%100/100$23.13
Mistral Large 2407mid94%100/100$43.04
Arcee Trinity Large Thinkingmid87%100/100$34.92
GPT-5.4frontier99%100/100$248
Claude Opus 4.7frontier96%100/100$931
Gemini 3.1 Pro Previewfrontier96%100/100$1110
Gemma 4 E4B ITsmall97%100/100$2.02
Granite 4.1 8Bsmall56%100/100$3.27
Ministral 8B Instruct 2410small76%100/100$5.79
Qwen3 4B Instruct 2507small71%100/100$14.58

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-06T15:48:02.631Z.

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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