Published task benchmark

Radical-Candor

Helps managers frame difficult feedback using the "Situation-Behavior-Impact" model.

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

People ManagementGenerationEvaluated 9/4/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Radical-Candor

Helps managers frame difficult feedback using the "Situation-Behavior-Impact" model.

People ManagementPer feedback
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
205 in · 91 out · 1.48s p50
$1.39 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
98%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
221 in · 197 out · 5.10s p50
$42.83 /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
98%
GPT-5.4
Hosted · Off-the-shelf
198 in · 109 out · 1.64s p50
$213 /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 v2small60%100/100$17.38
Qwen3 235B A22Bmid90%100/100$41.00
DeepSeek V3mid93%100/100$20.73
Mistral Large 2407mid98%100/100$42.83
Arcee Trinity Large Thinkingmid88%100/100$35.42
GPT-5.4frontier100%100/100$213
Claude Opus 4.7frontier89%100/100$1139
Gemini 3.1 Pro Previewfrontier100%100/100$1360
Gemma 4 E4B ITsmall98%100/100$1.39
Granite 4.1 8Bsmall93%100/100$2.73
Ministral 8B Instruct 2410small93%100/100$6.18
Qwen3 4B Instruct 2507small69%100/100$17.26

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-04T19:51:02.515Z.

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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