Analysis
Employee Engagement Survey Theming
Given anonymized survey comments, assign supplied themes, quantify prevalence, and extract representative evidence without reidentifying respondents.
HR & Internal OpsPer survey
Not benchmarked
No result on this tier
Token profile pending
— /100K
Run this tier to add it
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Nemotron Nano 9B v2
9B · Off-the-shelf
682 in · 1,866 out · 12.16s p50
$47.01 /100K
AWS Bedrock temporary list price
View token rates
AWS Bedrock · $0.0600 input · $0.2300 output /1M
37%
Arcee Trinity Large Thinking
400B · Off-the-shelf
650 in · 1,762 out · 5.50s p50
$157 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.2500 input · $0.8000 output /1M
TrustedRouter · $0.2638 input · $0.8440 output /1M
27%
GPT-5.4
Hosted · Off-the-shelf
652 in · 1,870 out · 17.19s p50
$2968 /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
62%
All 12 model results and methodology
Generated 100/100 examples
| Model | Tier | Quality | Judged | Scenario cost |
|---|---|---|---|---|
| Nemotron Nano 9B v2 | small | 37% | 100/100 | $47.01 |
| Qwen3 235B A22B | mid | 11% | 100/100 | $317 |
| DeepSeek V3 | mid | 26% | 100/100 | $128 |
| Mistral Large 2407 | mid | 24% | 100/100 | $221 |
| Arcee Trinity Large Thinking | mid | 27% | 100/100 | $157 |
| GPT-5.4 | frontier | 62% | 100/100 | $2968 |
| Claude Opus 4.7 | frontier | 39% | 100/100 | $5477 |
| Gemini 3.1 Pro Preview | frontier | 1% | 100/100 | $2533 |
| Gemma 4 E4B IT | small | 26% | 100/100 | $14.72 |
| Granite 4.1 8B | small | 14% | 100/100 | $15.93 |
| Ministral 8B Instruct 2410 | small | 6% | 100/100 | $24.00 |
| Qwen3 4B Instruct 2507 | small | 5% | 100/100 | $114 |
LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T08:50:02.877Z.
Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.
drydock