Qwen Main
Highest-scoring candidate after filtering the current preview data by this workflow.
88Workflow guide
Best AI Agent for Contract Field Extraction
Compare agents for contract fields, dates, missing values, valid JSON, and structured business records.
Best for: Legal ops, finance ops, procurement, and automation builders
DeepSeek Main
Prioritizes critical-failure rate, then score.
DeepSeek Main
Prioritizes cost tier, then workflow score.
Which agent is most reliable for structured extraction?
This page does not replace human review. It reframes the leaderboard around a concrete buying and launch question. Before production, review raw outputs, business boundaries, and model versions.
Relevant task evidence
| Chinese Contract Field Extraction | Qwen Main | 96 |
| Chinese Sales Call Summary | Qwen Main | 96 |
| Meeting Notes Action Item Extraction | OpenAI Main | 89 |
| Japanese Product Specification Extraction | Qwen Main | 91 |
| Spanish Order Confirmation Extraction | Claude Main | 85 |
| Spanish Survey Insight Clustering | Qwen Main | 83 |
Failure tags to watch
unsupported_claim: 28literal_translation: 16too_verbose: 10invalid_json: 10hallucinated_signing_date: 9missed_dependency: 9
Average score: 81