Employee Benefits Policy Q&A
Answer employee questions only from supplied current benefits-policy chunks, cite the authoritative section, and abstain when coverage is unspecified.
View token rates · observed 9/11/2026
Compare 2 router rates · observed 9/11/2026
Compare 2 router rates · observed 9/11/2026
All 12 model results and methodology
Generated 100/100 examples
| Model | Tier | Quality | Judged | Scenario cost |
|---|---|---|---|---|
| Nemotron Nano 9B v2 | small | 7% | 100/100 | $13.02 |
| Qwen3 235B A22B | mid | 25% | 100/100 | $39.04 |
| DeepSeek V3 | mid | 22% | 100/100 | $17.55 |
| Mistral Large 2407 | mid | 37% | 100/100 | $46.89 |
| Arcee Trinity Large Thinking | mid | 24% | 100/100 | $109 |
| GPT-5.4 | frontier | 73% | 100/100 | $417 |
| Claude Opus 4.7 | frontier | 60% | 100/100 | $1520 |
| Gemini 3.1 Pro Preview | frontier | 38% | 100/100 | $1220 |
| Gemma 4 E4B IT | small | 31% | 100/100 | $1.61 |
| Granite 4.1 8B | small | 11% | 100/100 | $3.04 |
| Ministral 8B Instruct 2410 | small | 10% | 100/100 | $6.53 |
| Qwen3 4B Instruct 2507 | small | 4% | 100/100 | $8.99 |
LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T06:52:02.738Z.
Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.
drydock