# Unstructured

> Document parsing platform delivering strong content fidelity and precision with low hallucination rates. Achieves 100% accuracy on simple tables and 75% on complex structures with comprehensive enterprise document support.

- **URL:** https://unstructured.io
- **Category:** LLM Tools
- **Tags:** document-parsing, Enterprise, Rag
- **Updated:** 2026-03-11 13:24
- **Canonical page:** https://vectordb.ever.works/he/items/unstructured

## Details

## Overview

Unstructured is a document parsing platform that converts unstructured files into structured, machine-readable data for AI applications. It provides comprehensive support for enterprise documents with strong accuracy.

## Features

- **High Content Fidelity**: Preserves document structure and semantics
- **Low Hallucination Rates**: Accurate extraction without fabrication
- **Accurate Table Extraction**: 100% on simple tables, 75% on complex
- **Enterprise Documents**: Handles scanned invoices, multi-column layouts, nested tables
- **Document Variety**: PDFs, spreadsheets, scanned images, handwritten annotations
- **Processing Flexibility**: Variable speed based on document complexity
- **Hosted and Self-Hosted**: Choose deployment model

## Performance

Unstructured's pipelines deliver strong content fidelity and precision, achieving low hallucination rates and accurate end-to-end table extraction. This translates directly to fewer downstream failures, higher RAG accuracy, better search relevance, and more reliable agentic systems.

## Benchmarking

Recent evaluations compared Unstructured against Reducto, LlamaParse, Docling, Snowflake's AI_PARSE_DOCUMENT, Databricks' ai_parse_document, and NVIDIA's nemoretriever-parse on real-world enterprise documents.

## Use Cases

- Enterprise RAG pipelines
- Document processing for complex layouts
- Applications requiring high accuracy
- Production systems with varied document types

## Integration

Integrates with LangChain, LlamaIndex, and other RAG frameworks. Supports various deployment options.

## Pricing

Offers both hosted API and self-hosted options with different pricing models.

---

_This Markdown mirror is generated by Ever Works for AI agents. The canonical HTML page is at https://vectordb.ever.works/he/items/unstructured._