Best Model
Qwen 3.6 Plus (qwen-3.6-plus) — Best overall quality for varied automation tasks. ~$0.75 per 1K requests.
For high-volume, low-cost automation: Gemini 2.5 Flash (gemini-2.5-flash) or Qwen 3 32B (qwen-3-32b) depending on context needs.
Python — Email Automation
Python — Batch Data Processing
JavaScript — Scheduled Reports
Tips
- Use
qwen-3-32bfor high-volume structured tasks (classification, extraction) - Use
qwen-3.6-pluswhen quality matters (emails, reports, summaries) - Add
response_format: {"type": "json_object"}for structured output - Batch requests where possible to reduce latency overhead
Cost Estimate
| Workflow | Volume | Model | Daily Cost |
|---|---|---|---|
| Email drafts | 50/day | qwen-3.6-plus | ~$0.04 |
| Ticket classification | 500/day | qwen-3-32b | ~$0.18 |
| Daily reports | 5/day | qwen-3.6-plus | ~$0.004 |
Next Steps
- Data Extraction — structured data from unstructured text
- GitHub Actions — CI/CD automation with AI
- Structured Outputs — reliable JSON responses