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.


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.
Copyright © 2025 Unstructured
Copyright © 2025 Unstructured
Copyright © 2025 Unstructured