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DOCUMENT INTELLIGENCE

Production document intelligence for AI agents

Parse, extract and classify at scale, with the governance agentic AI demands.
Databricks Document Parsing file upload.
BENEFITS

Agentic document intelligence at scale

Enterprise documents are messy, unstructured sources of critical business knowledge. Document Intelligence transforms them into reliable, structured data for production-ready agentic workflows.

Production-grade accuracy

General-purpose AI models struggle with complex enterprise documents like scanned PDFs, nested tables and inconsistent layouts. Document Intelligence applies research-backed parsing and validation to produce reliable, structured outputs.

Enterprise scale

Process millions of pages without blowing up costs. Built on batch-optimized infrastructure and tuned for each document task, Document Intelligence delivers high-fidelity parsing, extraction and classification at a fraction of the cost of generic market alternatives.

Unified governance

Eliminate fragmented OCR and LLM pipelines. Document Intelligence runs natively in the lakehouse, with full lineage and fine-grained access controls in Unity Catalog, so document workflows are governed like any other data pipeline.

FEATURES

Composable building blocks for document AI

Compose SQL-native AI Functions into end-to-end pipelines. Parse, extract, classify and govern enterprise documents at scale.

Parse PDFs, images, Word docs and slides into structured text and JSON with layout-aware understanding of tables, charts and visuals.

Document Parsing

Extract structured fields like names, dates, clauses and IDs from unstructured documents using SQL-native AI Functions.

Databricks Agents page: New Information Extraction.

Classify documents by category, intent or business workflow to automate routing, triage and downstream processing.

Databricks Agents page for new classification.

Integrates with Unity Catalog for built-in governance, lineage, auditability and fine-grained access control across document AI workflows.

Databricks data lineage for parsed documents.

Build flexible intelligent document processing (IDP) workflows with Document Intelligence and Lakeflow for parsing, extraction, classification and orchestration.

Data pipeline workflow with AI conditional logic.
USE CASES

Turn enterprise documents into trusted AI-ready data

AI Agents

Power AI agents with structured enterprise knowledge

Help agents reason and act on document-driven tasks.

Turn enterprise documents into structured inputs that agents can search, reason over and act on. Combine Document Intelligence with Agent Bricks to build agentic workflows that handle complex, multi-step document tasks across enterprise systems.

PRICING

Usage-based pricing keeps spending in check

Only pay for the products you use at per-second granularity.
RELATED PRODUCTS

Build and scale production IDP on one unified platform

Connect document intelligence workflows to ingestion, orchestration, governance and AI agents across the Data Intelligence Platform.

Lakeflow

Ingest, orchestrate and productionize intelligent document processing pipelines with unified workflows, event-driven triggers and serverless orchestration.

Agent Bricks

Turn parsed enterprise documents into grounded knowledge for AI agents that can reason over business context and deliver accurate, cited answers.

Databricks Data Intelligence Platform

Explore the full range of tools available on the Databricks Data Intelligence Platform to seamlessly integrate data and AI across your organization.

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Document Intelligence FAQ

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