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Agentic Document Extraction (ADE) from LandingAI

This repo contains many end-to-end examples that make use of ADE. These examples are intended to complement the official product documentation located at https://docs.landing.ai/ade/ade-overview.

The repo is organized as follows:

  • Workflows: Code-based examples of common workflows that include ADE. These are appropriate for all industries and use cases. They show how to use the ADE APIs in production via easy-to-understand sample documents. Adapt these standard workflows for your own needs. Inside you will find:
    • Field Extraction Workflows
    • Retrieval Augmented Generation (RAG) Workflows
    • Snowflake-specific Workflows
    • Specialized Workflows (Large files, AWS Lambda, Streamlit, etc.)
  • Events: Code that is created specifically for events such as conference presentations, webinars or Hackathons. If you saw a great demo at an event, this is where you will find the details.
  • Industry Use Cases: Items in this section are 80%+ complete solutions for specific use cases. The items in this section include subject matter expertise surrounding the particular use case.
  • Functional Area Use Cases: Items in this section are 80%+ complete solutions for specific use cases in functional areas such as HR or Corporate Finance. The items in this section include subject matter expertise surrounding the particular use case.

Full Repo Contents

Sometimes it is hard to decide where to 'file' a particular resource in the folder structure. We don't want you to miss a great piece of content and have to reinvent the wheel, so here is a full list of resources.

Level Title Last Updated Author Tags
EVENTS
Intermediate Deep Learning AI Dev Day 2025 Demo 11/2025 David Park ADE Parse, ADE Extract, mixed document types, visualizations, DPT-2
WORKFLOWS - Field Extraction
Beginner ADE Parse and Extract with Python 10/2025 Andrea Kropp ADE Parse, ADE Extract, DPT-2
Beginner Basic Field Extraction using Product Images 11/2025 Andrea Kropp ADE Parse, ADE Extract, food labels, DPT-2
Intermediate Classify Extract Visualize Workflow 11/2025 Day Fernandes ADE Parse, ADE Extract,mixed document types, document classification, visualizations
WORKFLOWS - RAG
Beginner Document Parser for RAG Applications 10/2025 Andrea Kropp ADE Parse, RAG, chunking, DPT-2
Intermediate ADE Local RAG with OpenAI and ChromaDB 9/2025 David Park ADE Parse, RAG, ChromaDB, OpenAI embeddings, 10-K filings, DPT-1
Intermediate ADE LLM Retrieval Workflow 9/2025 David Park ADE Parse, RAG, LLM integration, FAISS, evaluation, DPT-1
WORKFLOWS - Special Cases
Beginner Parse Jobs API for Large Files 10/2025 Ava Xia ADE Parse Jobs, async processing, large files
Intermediate ADE Lambda S3 - Serverless Document Processing 9/2025 Ava Xia AWS Lambda, Docker, serverless, batch processing, DPT-1
Intermediate Streamlit Frontend for ADE 8/2025 Andrea Kropp ADE Parse, Streamlit, batch processing, user interface, DPT-1
Intermediate Word-Level_Grounding 12/2025 David Park ADE Parse, ADE Extract, Visual Grounding, DPT-2, and Word-Level Grounding using OCR + Fuzzy Matching
WORKFLOWS - Snowflake
Advanced High Volume ADE with Snowflake Insertion 9/2025 Andrea Kropp ADE Parse, ADE Extract, Snowflake, invoices, batch processing, DPT-1
Advanced Document Intelligence in Snowflake 9/2025 Randy Petus (Snowflake) Snowflake Cortex, Cortex Search, Cortex Analyst, Cortex Agents, RAG
INDUSTRY USE CASES - Financial Services
Beginner Automated Utility Bill Parsing 9/2025 Andrea Kropp ADE Parse, ADE Extract, utility bills, schema provided, DPT-1
FUNCTIONAL AREA USE CASES - HR
Beginner Automated Continuing Education Certificate Parsing 9/2025 Andrea Kropp ADE Parse, ADE Extract, HR, continuing education, compliance tracking, schema provided
FUNCTIONAL AREA USE CASES - Corporate Finance
Beginner Automated Invoice Parsing 11/2025 Andrea Kropp ADE Parse, ADE Extract, invoices, schema provided, DPT-2

End Note

All of the code in the repo is provided as-is. We try to keep all the examples as current as possible, but you may find things that don't work or are outdated as you explore.

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Sample Scripts using LandingAI's Agentic Document Extraction APIs and Capabilities.

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