Published task benchmark

Goal-Setter

Drafts a 90-day success plan based on the customer’s initial goals.

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

Customer SuccessGenerationEvaluated 9/4/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Goal-Setter

Drafts a 90-day success plan based on the customer’s initial goals.

Customer SuccessPer customer
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
309 in · 1,076 out · 16.85s p50
$12.00 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
84%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
333 in · 926 out · 24.65s p50
$164 /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
52%
GPT-5.4
Hosted · Off-the-shelf
284 in · 1,484 out · 15.96s p50
$2297 /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
97%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small1%100/100$46.15
Qwen3 235B A22Bmid1%100/100$258
DeepSeek V3mid42%100/100$102
Mistral Large 2407mid52%100/100$164
Arcee Trinity Large Thinkingmid3%100/100$118
GPT-5.4frontier97%100/100$2297
Claude Opus 4.7frontier34%100/100$5161
Gemini 3.1 Pro Previewfrontier49%100/100$2374
Gemma 4 E4B ITsmall84%100/100$12.00
Granite 4.1 8Bsmall10%100/100$12.91
Ministral 8B Instruct 2410small29%100/100$17.04
Qwen3 4B Instruct 2507small0%100/100$87.90

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-04T23:10:02.493Z.

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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