Variable-layout documents
Get the same fields back no matter how the template changes.
Templates drift, vendors differ, and scans are messy. Instead of brittle positional rules, LangParse understands the document and returns a consistent set of fields across every layout — so one integration handles them all.
- One schema, any layout — no per-template rules to maintain.
- Consensus across models plus a judge to cross-check each field.
- Confidence scores so you can measure straight-through accuracy, not assume it.
Live demo
Try it: variable-layout documents
Pick a sample, or drop in one of your own documents — LangParse infers the schema and returns clean, structured data.
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