Analysis
Inbox-to-Action Agent
Triage messages, draft or send permitted replies, create tasks, and update CRM/ticket state.
Office and knowledge-work automationPer message
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
897 in · 701 out · 10.90s p50
$9.29 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
29%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
835 in · 819 out · 12.77s p50
$103 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.2500 input · $1.00 output /1M
TrustedRouter · $0.3376 input · $0.9390 output /1M
62%
GPT-5.4
Hosted · Off-the-shelf
793 in · 1,233 out · 13.14s p50
$2048 /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
89%
Best accuracy
All 12 model results and methodology
Generated 100/100 examples
| Model | Tier | Quality | Judged | Scenario cost |
|---|---|---|---|---|
| Nemotron Nano 9B v2 | small | 6% | 100/100 | $35.44 |
| Qwen3 235B A22B | mid | 52% | 100/100 | $248 |
| DeepSeek V3 | mid | 62% | 100/100 | $103 |
| Mistral Large 2407 | mid | 44% | 100/100 | $181 |
| Arcee Trinity Large Thinking | mid | 36% | 100/100 | $131 |
| GPT-5.4 | frontier | 89% | 100/100 | $2048 |
| Claude Opus 4.7 | frontier | 71% | 100/100 | $5287 |
| Gemini 3.1 Pro Preview | frontier | 26% | 100/100 | $2474 |
| Gemma 4 E4B IT | small | 29% | 100/100 | $9.29 |
| Granite 4.1 8B | small | 21% | 100/100 | $11.48 |
| Ministral 8B Instruct 2410 | small | 16% | 100/100 | $23.28 |
| Qwen3 4B Instruct 2507 | small | 13% | 100/100 | $91.88 |
LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-11T12:31:02.371Z.
Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.
drydock