LlamaExtract: Effortless Structured Data Extraction
Unlock the value hidden in your documents with LlamaExtract, the easiest way to extract structured data from unstructured inputs to streamline document workflows.
Turn Unstructured Documents into Actionable Data
- Extract data from invoices, contracts, claims, or PDFs with high-accuracy
- No extensive rule-writing or finetuning models for specific document types
- Define a schema and extract structured data
Why LlamaExtract?
Fast to Integrate
Go from document to structured output in minutes
Built for Scale
Optimized for performance and reliability
Schema-Driven
Define a JSON schema and let LlamaExtract do the rest
Multimodal Support
Works with text, PDFs, scans, images, and more
No Labeling or Fine-Tuning Needed
Works out-of-the-box with latest and greatest LLMs
Built for Developers
Use LlamaExtract via the cloud UI, CLI, or SDK
Schema

Original Document

Extraction Results

How It Works

Upload Documents
Bring your files—PDFs, DOCX, scans, images, or plain text.
Define Schema or Prompt
Use a JSON schema to define what you want to extract.


Run & Retrieve
Get structured outputs in JSON form. Integrate directly with your applications.
Use Cases
Transforming Use Cases Across Sectors
Finance
Extract fields from invoices, receipts, and financial statements
Legal
Summarize and extract key entities from contracts, legal filings
Healthcare
Pull structured data from clinical notes or discharge summaries
Insurance
Extract fields from insurance claims for downstream workflows
Operations / Supply Chain
Turn bills of loading / shipping manifests into structured records
Be part of the future of LlamaIndex
Build your career at the forefront of intelligent data systems. Your work shapes how data access will work in the AI era.