Extract and parse content from URLs and files

Parse structured data from unstructured text or documents

Semantic parsing extracts meaning from messy human text—outperforms regex on variants and typos.

• · raw text, HTML, PDF, or Markdown

• · structured JSON/schema
• · field extraction confidence scores

• · LLM (for semantic parsing)
• · optional: regex for known patterns

Input document exists; target schema defined

Hallucinated fields if schema too loose; missed data if format variant not trained on; low confidence on ambiguous input

• · confidence scores per field
• · validation against schema constraints
• · fallback to human review for low-confidence extracts