Interview Feedback Standardization
Given free-form interviewer notes and a competency rubric, convert observations into evidence-linked skill ratings and mark unsupported conclusions.
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 96/100 examples — partial set accepted at the success threshold
| Model | Tier | Quality | Judged | Scenario cost |
|---|---|---|---|---|
| Nemotron Nano 9B v2 | small | 36% | 96/96 | $36.76 |
| Qwen3 235B A22B | mid | 49% | 96/96 | $226 |
| DeepSeek V3 | mid | 64% | 96/96 | $91.73 |
| Mistral Large 2407 | mid | 51% | 96/96 | $146 |
| Arcee Trinity Large Thinking | mid | 65% | 96/96 | $125 |
| GPT-5.4 | frontier | 93% | 96/96 | $2276 |
| Claude Opus 4.7 | frontier | 88% | 96/96 | $4998 |
| Gemini 3.1 Pro Preview | frontier | 17% | 96/96 | $2466 |
| Gemma 4 E4B IT | small | 63% | 96/96 | $9.38 |
| Granite 4.1 8B | small | 38% | 96/96 | $10.35 |
| Ministral 8B Instruct 2410 | small | 34% | 96/96 | $16.35 |
| Qwen3 4B Instruct 2507 | small | 20% | 96/96 | $93.29 |
LLM-judge pass rate on 96 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T06:39:02.837Z.
Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.
drydock