Qwen Main
Strong Chinese business language and structured extraction.
88Structured operational data
AI Agent for Data Cleaning and Operations
Shortlist agents for extracting fields, normalizing messy text, tagging support records, and preparing operational datasets.
Best for: Data operations, analytics, internal tools, and automation teams
DeepSeek Main
Sorted by critical-failure rate, not a universal safety guarantee.
DeepSeek Main
Prioritizes cost tier, then score.
Decision checklist
- Does it return valid structure across repeated runs?
- Does it normalize dates, amounts, and labels consistently?
- Does it mark uncertainty instead of inventing clean data?
Recommended next steps
- Add schema validation and sample-based human review.
- Start with batch preparation before live system updates.
- Measure repair time, not only model cost.
Related evidence
| spanish-order-confirmation-extraction | Claude Main | 85 |
| japanese-product-spec-extraction | Qwen Main | 91 |
| chinese-contract-field-extraction | Qwen Main | 96 |