Published task benchmark

Eisenhower-Bot

Categorizes a massive To-Do list into the Eisenhower Matrix (Urgent/Important).

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

People ManagementClassificationEvaluated 9/4/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Eisenhower-Bot

Categorizes a massive To-Do list into the Eisenhower Matrix (Urgent/Important).

People ManagementPer task list
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
292 in · 145 out · 2.50s p50
$2.15 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
53%
Cheapest
Qwen3 235B A22B
235B (22B active) · Off-the-shelf
292 in · 213 out · 2.88s p50
$52.05 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.4550 input · $1.82 output /1M
TrustedRouter · $0.6330 input · $2.11 output /1M
62%
GPT-5.4
Hosted · Off-the-shelf
283 in · 281 out · 3.11s p50
$492 /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
73%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small22%100/100$21.92
Qwen3 235B A22Bmid62%100/100$52.05
DeepSeek V3mid59%100/100$22.14
Mistral Large 2407mid53%100/100$51.80
Arcee Trinity Large Thinkingmid49%100/100$119
GPT-5.4frontier73%100/100$492
Claude Opus 4.7frontier71%100/100$1138
Gemini 3.1 Pro Previewfrontier40%100/100$1901
Gemma 4 E4B ITsmall53%100/100$2.15
Granite 4.1 8Bsmall43%100/100$2.69
Ministral 8B Instruct 2410small37%100/100$7.38
Qwen3 4B Instruct 2507small42%100/100$18.11

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-04T20:13:02.270Z.

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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