Published task benchmark

TownHall-Brief

Turns a long strategy document into a 2-minute "elevator pitch" for the team.

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

People ManagementSummarizationEvaluated 9/4/2026100 evaluation examplesFallback pricing checked September 11, 2026
Summarization

TownHall-Brief

Turns a long strategy document into a 2-minute "elevator pitch" for the team.

People ManagementPer document
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
628 in · 397 out · 6.82s p50
$5.51 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
93%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
605 in · 441 out · 4.30s p50
$61.83 /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
97%
GPT-5.4
Hosted · Off-the-shelf
598 in · 566 out · 5.16s p50
$999 /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
100%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small52%100/100$29.10
Qwen3 235B A22Bmid81%100/100$133
DeepSeek V3mid97%100/100$61.83
Mistral Large 2407mid71%100/100$114
Arcee Trinity Large Thinkingmid68%100/100$103
GPT-5.4frontier100%100/100$999
Claude Opus 4.7frontier97%100/100$2568
Gemini 3.1 Pro Previewfrontier38%100/100$2466
Gemma 4 E4B ITsmall93%100/100$5.51
Granite 4.1 8Bsmall86%100/100$8.63
Ministral 8B Instruct 2410small89%100/100$16.80
Qwen3 4B Instruct 2507small83%100/100$38.58

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-04T20:08:02.199Z.

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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