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Unstructured x IBM

Unstructured x IBM

Activate Your Unstructured Enterprise Data

Roughly 80% of enterprise data is unstructured and remains underutilized. Unstructured transforms raw files into structured outputs that will boost your GenAI performance and reduce operational costs—whether you're using our native integration with IBM watsonx, another enterprise vector database, or a blob storage solution.

Activate Your Unstructured Enterprise Data

Roughly 80% of enterprise data is unstructured and remains underutilized. Unstructured transforms raw files into structured outputs that will boost your GenAI performance and reduce operational costs—whether you're using our native integration with IBM watsonx, another enterprise vector database, or a blob storage solution.

Unlock 80% of Your Enterprise Data

Enterprise data is often trapped in documents, PDFs, presentations, images, and other unstructured formats. Unstructured enables you to unlock this information through a robust, scalable solution that replaces brittle, manual workflows—fueling GenAI, search, and analytics across your organization.

Challenge

Unstructured
Platform

Unstructured Solution

Unstructured
Solution

Business Impact

Business
Impact

Disconnected, hard-to-access data locked in documents

Ingests 60+ formats including PDFs, Office files, and images

Increases usable data volume for RAG, agents, and analytics by 70–80%

Manual processing pipelines that slow innovation

Fully automated, scalable document ingestion and transformation

Reduces document processing time and ongoing maintenance efforts

Poor data quality affecting LLM and search performance

Smart chunking, enrichment, and embedding optimized for GenAI

Improves retrieval precision and model response quality

Complex GenAI infrastructure requirements

Complete pipeline from raw files to structured, vector-searchable data in watsonx.

Accelerates time-to-value by automating GenAI data preparation

Unlock 80% of Your Enterprise Data

Enterprise data is often trapped in documents, PDFs, presentations, images, and other unstructured formats. Unstructured enables you to unlock this information through a robust, scalable solution that replaces brittle, manual workflows—fueling GenAI, search, and analytics across your organization.

Challenge

Unstructured Solution

Business Impact

Disconnected, hard-to-access data locked in documents

Ingests 60+ formats including PDFs, Office files, and images

Increases usable data volume for RAG, agents, and analytics by 70–80%

Manual processing pipelines that slow innovation

Fully automated, scalable document ingestion and transformation

Reduces document processing time and ongoing maintenance efforts

Poor data quality affecting LLM and search performance

Smart chunking, enrichment, and embedding optimized for GenAI

Improves retrieval precision and model response quality

Complex GenAI infrastructure requirements

Complete pipeline from raw files to structured, vector-searchable data in watsonx.

Accelerates time-to-value by automating GenAI data preparation

Put Your Unstructured Data to Work

Integrate unstructured content into IBM ecosystems or your broader enterprise architecture to increase the accuracy, relevance, and impact of GenAI. From PDFs to multimedia, Unstructured converts complex content into AI-ready formats—giving you a foundation for high-quality, trustworthy AI.

IBM Product

Unstructured
Platform

How It’s Enhanced with Unstructured

How It’s Enhanced with Unstructured

watsonx.data

Aggregate unstructured data across your enterprise, process it with Unstructured, and write structured results—including parsed text, extracted tables, and RAG-ready chunks—directly into watsonx.data. Outputs are schema-aligned and metadata-rich, ready to power your preferred engine such as IBM Presto.

watsonx.data Milvus

Generate embedding-ready, intelligently chunked content enriched with metadata. Index your enterprise knowledge to power fast, accurate semantic search and RAG pipelines.

watsonx.ai

Accelerate the development of RAG-enabled applications by continuously fueling your models with high-quality structured data processed from raw enterprise content.

IBM Consulting Teams

Equip IBM consultants with a scalable, production-ready solution for transforming unstructured client data—ready to be plugged into any GenAI architecture or storage backend.

Put Your Unstructured Data to Work

Integrate unstructured content into IBM ecosystems or your broader enterprise architecture to increase the accuracy, relevance, and impact of GenAI. From PDFs to multimedia, Unstructured converts complex content into AI-ready formats—giving you a foundation for high-quality, trustworthy AI.

IBM Product

How It’s Enhanced with Unstructured

watsonx.data

Aggregate unstructured data across your enterprise, process it with Unstructured, and write structured results—including parsed text, extracted tables, and RAG-ready chunks—directly into watsonx.data. Outputs are schema-aligned and metadata-rich, ready to power your preferred engine such as IBM Presto.

watsonx.data Milvus

Generate embedding-ready, intelligently chunked content enriched with metadata. Index your enterprise knowledge to power fast, accurate semantic search and RAG pipelines.

watsonx.ai

Accelerate the development of RAG-enabled applications by continuously fueling your models with high-quality structured data processed from raw enterprise content.

IBM Consulting Teams

Equip IBM consultants with a scalable, production-ready solution for transforming unstructured client data—ready to be plugged into any GenAI architecture or storage backend.

Key Features

Key Features

Seamless File Access

Seamless File Access

Seamless File Access

Natively mount and stream files from enterprise storage platforms, business tools, and collaboration systems—no third-party connectors required. Support for 60+ file formats with OCR, visual-language parsing, and table extraction built in.

Natively mount and stream files from enterprise storage platforms, business tools, and collaboration systems—no third-party connectors required. Support for 60+ file formats with OCR, visual-language parsing, and table extraction built in.

Natively mount and stream files from enterprise storage platforms, business tools, and collaboration systems—no third-party connectors required. Support for 60+ file formats with OCR, visual-language parsing, and table extraction built in.

Smarter Vector Search

Smarter Vector Search

Smarter Vector Search

Prepare your data for embedding with semantically enriched, chunked content. Enable fast, precise search across IBM Milvus or other vector search engines.

Prepare your data for embedding with semantically enriched, chunked content. Enable fast, precise search across IBM Milvus or other vector search engines.

Prepare your data for embedding with semantically enriched, chunked content. Enable fast, precise search across IBM Milvus or other vector search engines.

GenAI-Ready Data Transformation

Automatically generate retrieval-optimized content chunks enriched with summaries, metadata, captions, and structured entities—ideal for use in GenAI and agent workflows.

Enterprise-Grade Architecture

Enterprise-Grade Architecture

Enterprise-Grade Architecture

Secure by design. Built for scale with declarative workflows, configurable pipelines, and governance-first principles.

Secure by design. Built for scale with declarative workflows, configurable pipelines, and governance-first principles.

Secure by design. Built for scale with declarative workflows, configurable pipelines, and governance-first principles.

Flexible Integrations

Flexible Integrations

Flexible Integrations

Deploy Unstructured with IBM watsonx or any preferred storage and vector database stack. Output formats are schema-aligned and metadata-rich for easy downstream consumption.

Use Cases

Use Cases

RAG

RAG

RAG

Provide semantically chunked, high-quality enterprise documents to your GenAI models—processed and delivered entirely within the watsonx ecosystem.

Provide semantically chunked, high-quality enterprise documents to your GenAI models—processed and delivered entirely within the watsonx ecosystem.

Provide semantically chunked, high-quality enterprise documents to your GenAI models—processed and delivered entirely within the watsonx ecosystem.

LLM Fine-Tuning & Evaluation

Generate training and evaluation datasets from raw enterprise files. Structure and enrich content for use in model development via watsonx.data.

AI Agent Workflows

AI Agent Workflows

AI Agent Workflows

Equip agents with structured knowledge extracted from contracts, policies, and slide decks—versioned and stored within watsonx.data for easy access and traceability.

Equip agents with structured knowledge extracted from contracts, policies, and slide decks—versioned and stored within watsonx.data for easy access and traceability.

Equip agents with structured knowledge extracted from contracts, policies, and slide decks—versioned and stored within watsonx.data for easy access and traceability.

Enterprise Search

Enterprise Search

Enterprise Search

Convert fragmented legacy files into structured, searchable content. Enable semantic and keyword search across internal platforms or IBM watsonx suite.

Relevant Blogs

Relevant Blogs

May 14, 2025

Getting Started with Unstructured and IBM watsonx.data

Ajay Krishnan

RAG

May 14, 2025

Getting Started with Unstructured and IBM watsonx.data

Ajay Krishnan

RAG

May 14, 2025

Getting Started with Unstructured and IBM watsonx.data

Ajay Krishnan

RAG

Getting Started

Ready to get started?

Ready to get started?

Whether you’re building on IBM, Azure, AWS, or a private stack—Unstructured gives you the tools to convert messy, unstructured content into high-performance AI fuel. Process, chunk, and embed your enterprise data automatically and at scale.

Transform your data. Accelerate your AI.

A no-code, fully automated ETL solution to support your business and LLM needs.


Sign up to join the Platform beta.

A no-code, fully automated ETL solution to support your business and LLM needs.


Sign up to join the Platform beta.

Unstructured

ETL for LLMs

GDPR

Visit Unstructured’s Trust Portal to learn more.

Join our newsletter

Copyright © 2025 Unstructured

Unstructured

ETL for LLMs

GDPR

Visit Unstructured’s Trust Portal to learn more.

Join our newsletter

Copyright © 2025 Unstructured

Unstructured

ETL for LLMs

GDPR

Visit Unstructured’s Trust Portal to learn more.

Join our newsletter

Copyright © 2025 Unstructured