Published task benchmark

Handbook-Bot

Answers employee questions strictly using the internal company handbook.

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

Human ResourcesGenerationEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Handbook-Bot

Answers employee questions strictly using the internal company handbook.

Human ResourcesPer question
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
271 in · 92 out · 1.41s p50
$1.54 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
93%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
294 in · 152 out · 4.06s p50
$39.56 /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
97%
GPT-5.4
Hosted · Off-the-shelf
256 in · 147 out · 2.06s p50
$285 /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 v2small79%100/100$13.55
Qwen3 235B A22Bmid89%100/100$36.90
DeepSeek V3mid96%100/100$19.56
Mistral Large 2407mid97%100/100$39.56
Arcee Trinity Large Thinkingmid91%100/100$36.74
GPT-5.4frontier100%100/100$285
Claude Opus 4.7frontier90%100/100$1272
Gemini 3.1 Pro Previewfrontier99%100/100$1092
Gemma 4 E4B ITsmall93%100/100$1.54
Granite 4.1 8Bsmall85%100/100$3.35
Ministral 8B Instruct 2410small83%100/100$5.88
Qwen3 4B Instruct 2507small84%100/100$12.04

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T11:27:02.270Z.

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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