Unstructured x Teradata

Partnership

Unstructured transforms every enterprise asset including text, images, audio, and video into AI-ready data directly within Teradata Enterprise Vector Store.

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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

The Complete Data Foundation for Teradata Enterprise Vector Store

Unstructured eliminates custom ingestion pipelines and delivers AI-ready documents, images, audio and video directly into Teradata Enterprise Vector Store.

Turn Your Data Estate Into A Competitive Advantage

Accelerate AI time-to-value
Establish your data layer in days, not months. No engineering team required.
Lower total cost of ownership
Remove the need to build, maintain, and scale ingestion infrastructure for unstructured content.
Expand AI use case coverage
Process text, images, audio and video with a single pipeline. Unlock GenAI applications that were previously out of reach.

Build AI You Can Trust On Data You Can Rely On

Deliver data your models can trust
Unstructured ranks #1 in parsing quality on the SCORE Benchmark, an evaluation built around real-world enterprise documents like scanned forms, financial reports, and nested tables.
Maximize retrieval quality
Maximize retrieval quality for RAG and agentic workflows with advanced chunking, metadata enrichment, and embeddings that feed directly into Teradata's hybrid and fusion search.
Built-in data traceability
Maintain full data lineage and traceability with standardized JSON output and embedded metadata that keeps every document auditable end-to-end.

Architect for Compliance and Scale Wherever Your Data Lives

Flexible deployment
Deploy anywhere across cloud, on-premises, or hybrid with the same feature set and governance controls, wherever your data must stay.
Scale without limits
Handle billions of vectors across your entire Vantage environment without performance degradation, no matter how fast your data grows.
Enterprise-grade compliance
Meet enterprise compliance requirements with HIPAA-compatible processing, SOC2 Type II, ISO 27001 certified across every deployment environment.

One Pipeline from Raw Documents to Vantage Intelligence

Teradata Product	Now Enhanced with Unstructured
Enterprise Vector Store	Unstructured feeds high-quality, multi-modal embeddings (text, image, audio, video) directly into Enterprise Vector Store, expanding the semantic foundation for vector search, RAG, and AI agent reasoning.
Teradata-LangChain	Agents gain access to knowledge extracted from documents, contracts, and policies, enriched by Unstructured and stored in Enterprise Vector Store, enabling autonomous, context-grounded workflows.
Teradata Hybrid & Fusion Search	Unstructured's intelligent chunking and metadata enrichment sharpens both semantic and lexical retrieval, while enabling cross-modal fusion queries across structured and unstructured data simultaneously.
Cloud / On-Prem / Hybrid	Unstructured runs consistently across all Teradata deployment environments, ensuring document intelligence is available wherever regulated workloads must stay.

Key Capabilities

Ingest anything at scale
Connect to 20+ enterprise sources and process 70+ file types, from PDFs and images to audio and video, without any custom code.
Process with multi-modal intelligence
Automatically route each file to the right processing strategy, delivering accurate, structured output across text, images, audio, and video.
Optimize for Vantage retrieval
Advanced chunking, metadata enrichment, and embedding generation produce data tuned for Teradata's fusion search, and agentic workflows at scale.
Deploy anywhere, consistently
Run the same processing pipeline across cloud, on-premises, and hybrid environments with no capability gaps, no compromises on data sovereignty.