Turning multi-format documents into structured, compliant 1004 appraisal reports.
An AI document platform that classifies, extracts, and standardises PDFs, scans, images, handwritten notes, and DOCX into audit-ready 1004 appraisal reports — using OCR, LLM extraction, and intelligent data mapping.
Inputs were chaotic; outputs had to be perfectly standardized.
Document-heavy industries receive inconsistent formats while regulated reports demand strict structure — creating delays, errors, and compliance risk.
Multi-format chaos
PDFs, images, scans, handwritten notes, and DOCX arrived with no shared structure.
Mixed noisy content
Tables, paragraphs, handwriting, and poor scans defeated simple parsers.
Manual extraction risk
Hand keying was slow, error-prone, and hard to scale without more headcount.
Strict output compliance
1004 appraisal reports required accurate, complete, schema-aligned fields every time.
Client
Document processing enterprise
Industry
Real estate · lending · insurance
Integrations
OCR · LLM · S3 · LangChain
Engagement
Production-ready AI pipeline