Unstructured x NVIDIA
Unstructured x NVIDIA
AI is going on-prem fast. For industries with strict data requirements, local deployment is no longer optional. NVIDIA’s Blackwell platform delivers the performance. Unstructured delivers the data. Together, we turn raw enterprise files into structured, enriched, and embedded content powered by GPU-accelerated microservices and deployed entirely on your infrastructure.
Accelerate GenAI with the most performant, enterprise-grade preprocessing stack for RAG, agents, and training.
AI is going on-prem fast. For industries with strict data requirements, local deployment is no longer optional. NVIDIA’s Blackwell platform delivers the performance. Unstructured delivers the data. Together, we turn raw enterprise files into structured, enriched, and embedded content powered by GPU-accelerated microservices and deployed entirely on your infrastructure.
Accelerate GenAI with the most performant, enterprise-grade preprocessing stack for RAG, agents, and training.
AI-Ready Data at Blackwell Speedrprise Data
Your next AI product depends on the quality and readiness of your data. Unstructured integrates deeply with NVIDIA NIM microservices to deliver performant, accurate, and secure data transformation pipelines for agentic and retrieval-augmented systems—no cloud dependencies, no compromises.
Challenge
Unstructured
Platform
Unstructured + NVIDIA Solution
Unstructured
Solution
Business Impact
Business
Impact
Sensitive enterprise data can’t leave the perimeter
All data processing and enrichment runs locally, including OCR, VLMs, LLMs, and embedding
Stay compliant with data sovereignty and privacy regulations
Complex documents (PDFs, scans, images) slow down GenAI
GPU-accelerated extraction with NeMo Retriever, VLM NIMs, and OCR
15x faster throughput and up to 50% fewer inaccuracies
Manual preprocessing limits GenAI scalability
Auto-scaling, element classification, prompt optimization, and file-type detection
Reduce human-in-the-loop effort, accelerate time-to-value
Fragmented tooling for unstructured pipelines
Unified orchestration layer with connectors, scheduling, and observability
Simplify deployment and reduce maintenance burden
AI-Ready Data at Blackwell Speedrprise Data
Your next AI product depends on the quality and readiness of your data. Unstructured integrates deeply with NVIDIA NIM microservices to deliver performant, accurate, and secure data transformation pipelines for agentic and retrieval-augmented systems—no cloud dependencies, no compromises.
Challenge
Unstructured + NVIDIA Solution
Business Impact
Sensitive enterprise data can’t leave the perimeter
All data processing and enrichment runs locally, including OCR, VLMs, LLMs, and embedding
Stay compliant with data sovereignty and privacy regulations
Complex documents (PDFs, scans, images) slow down GenAI
GPU-accelerated extraction with NeMo Retriever, VLM NIMs, and OCR
15x faster throughput and up to 50% fewer inaccuracies
Manual preprocessing limits GenAI scalability
Auto-scaling, element classification, prompt optimization, and file-type detection
Reduce human-in-the-loop effort, accelerate time-to-value
Fragmented tooling for unstructured pipelines
Unified orchestration layer with connectors, scheduling, and observability
Simplify deployment and reduce maintenance burden
Build Your AI Factory with NVIDIA + Unstructured
Unstructured acts as the data engine within the NVIDIA Enterprise AI Factory architecture. From raw files to enriched vectors, we transform enterprise knowledge into machine-readable fuel optimized for performance, precision, and scale.
Challenge
Unstructured
Platform
NVIDIA Brings:
Unstructured
Solution
Unstructured brings:
Business
Impact
GPU-accelerated model inference
NeMo Retriever, LLM NIMs, VLM NIMs
Native integration with document routing + prompt optimization
Multimodal extraction (text, tables, charts, images)
NeMo Retriever + Multimodal NIMs
Smart document enrichments, element classification, page/reading order detection
Embedding for retrieval
NeMo Embedding NIMs
Essential pre-embedding processing, including smart chunking, metadata enrichment; and routing to vector stores
Pipeline orchestration
Validated AI Factory architecture
Source/destination connectors, scheduling, observability, error handling, scalability
On-prem performance
Blackwell + NVIDIA AI Enterprise
Full pipeline deployable on VPC, bare metal, or air-gapped systems
Build Your AI Factory with NVIDIA + Unstructured
Unstructured acts as the data engine within the NVIDIA Enterprise AI Factory architecture. From raw files to enriched vectors, we transform enterprise knowledge into machine-readable fuel optimized for performance, precision, and scale.
Challenge
NVIDIA Brings:
Unstructured brings:
GPU-accelerated model inference
NeMo Retriever, LLM NIMs, VLM NIMs
Native integration with document routing + prompt optimization
Multimodal extraction (text, tables, charts, images)
NeMo Retriever + Multimodal NIMs
Smart document enrichments, element classification, page/reading order detection
Embedding for retrieval
NeMo Embedding NIMs
Essential pre-embedding processing, including smart chunking, metadata enrichment; and routing to vector stores
Pipeline orchestration
Validated AI Factory architecture
Source/destination connectors, scheduling, observability, error handling, scalability
On-prem performance
Blackwell + NVIDIA AI Enterprise
Full pipeline deployable on VPC, bare metal, or air-gapped systems
Key Features
Key Features
Accelerated Multimodal Preprocessing
Accelerated Multimodal Preprocessing
Accelerated Multimodal Preprocessing
Extract structured content including images, tables, and charts with NeMo Retriever microservices up to 15x faster than legacy approaches.
Extract structured content including images, tables, and charts with NeMo Retriever microservices up to 15x faster than legacy approaches.
Extract structured content including images, tables, and charts with NeMo Retriever microservices up to 15x faster than legacy approaches.
Auto-Scaling, Scheduling, and Fault Tolerance
Auto-Scaling, Scheduling, and Fault Tolerance
Auto-Scaling, Scheduling, and Fault Tolerance
Run workflows across thousands of files with horizontal scalability, retry logic, incremental updates, and observability built in.
Run workflows across thousands of files with horizontal scalability, retry logic, incremental updates, and observability built in.
Run workflows across thousands of files with horizontal scalability, retry logic, incremental updates, and observability built in.
Integrated LLM and VLM Enrichment
Integrated LLM and VLM Enrichment
Integrated LLM and VLM Enrichment
Enrich documents with image descriptions, table summaries, named entity tags, and more using LLM and VLM NIMs, optimized through prompt tuning.
Enrich documents with image descriptions, table summaries, named entity tags, and more using LLM and VLM NIMs, optimized through prompt tuning.
Enrich documents with image descriptions, table summaries, named entity tags, and more using LLM and VLM NIMs, optimized through prompt tuning.
On-Prem, Cloud, VPC, and Bare Metal Installers
On-Prem, Cloud, VPC, and Bare Metal Installers
On-Prem, Cloud, VPC, and Bare Metal Installers
Deploy wherever you need: your data stays in your environment, under your control.
Deploy wherever you need: your data stays in your environment, under your control.
Deploy wherever you need: your data stays in your environment, under your control.
Smart Chunking & Embedding
Smart Chunking & Embedding
Smart Chunking & Embedding
Intelligently chunk enriched content and embed it using high-performance NIM models for optimal RAG and agent performance.
Intelligently chunk enriched content and embed it using high-performance NIM models for optimal RAG and agent performance.
Intelligently chunk enriched content and embed it using high-performance NIM models for optimal RAG and agent performance.
Full Observability and Enterprise Controls
Full Observability and Enterprise Controls
Full Observability and Enterprise Controls
Support for SSO, billing, logging, organisational accounts, and observability for secure, governed operations.
Support for SSO, billing, logging, organisational accounts, and observability for secure, governed operations.
Support for SSO, billing, logging, organisational accounts, and observability for secure, governed operations.
Use Cases
Use Cases
RAG and Agent Pipelines on Blackwell
RAG and Agent Pipelines on Blackwell
RAG and Agent Pipelines on Blackwell
Run fast, high-quality preprocessing at the edge of your infrastructure. Feed NeMo Retriever-parsed and Unstructured-enriched documents directly into vector search and LLMs for enterprise-grade retrieval and agent workflows.
Run fast, high-quality preprocessing at the edge of your infrastructure. Feed NeMo Retriever-parsed and Unstructured-enriched documents directly into vector search and LLMs for enterprise-grade retrieval and agent workflows.
Run fast, high-quality preprocessing at the edge of your infrastructure. Feed NeMo Retriever-parsed and Unstructured-enriched documents directly into vector search and LLMs for enterprise-grade retrieval and agent workflows.
LLM Fine-Tuning at Scale
LLM Fine-Tuning at Scale
LLM Fine-Tuning at Scale
Extract structured training data (text, tables, elements) from internal documents, clean and enrich it with NIMs, and embed or store it for fine-tuning and evaluation
Extract structured training data (text, tables, elements) from internal documents, clean and enrich it with NIMs, and embed or store it for fine-tuning and evaluation
Extract structured training data (text, tables, elements) from internal documents, clean and enrich it with NIMs, and embed or store it for fine-tuning and evaluation
Sovereign AI Deployments
Sovereign AI Deployments
Sovereign AI Deployments
Keep everything, from ingestion to embedding, inside your firewall. Unstructured and NVIDIA deliver a complete, private AI stack built for compliance and control.
Keep everything, from ingestion to embedding, inside your firewall. Unstructured and NVIDIA deliver a complete, private AI stack built for compliance and control.
Keep everything, from ingestion to embedding, inside your firewall. Unstructured and NVIDIA deliver a complete, private AI stack built for compliance and control.
AI Factory Data Foundation
AI Factory Data Foundation
AI Factory Data Foundation
As the preprocessing layer in NVIDIA’s Enterprise AI Factory, Unstructured automates the dirty work making unstructured data flow into your AI stack seamlessly and scalably.
As the preprocessing layer in NVIDIA’s Enterprise AI Factory, Unstructured automates the dirty work making unstructured data flow into your AI stack seamlessly and scalably.
As the preprocessing layer in NVIDIA’s Enterprise AI Factory, Unstructured automates the dirty work making unstructured data flow into your AI stack seamlessly and scalably.
Getting Started with Unstructured and NVIDIA
Unstructured integrates seamlessly into the NVIDIA Enterprise AI Factory design. We’ll help you deploy a fully orchestrated, GPU-optimized document processing pipeline tailored to your use case.
Getting Started with Unstructured and NVIDIA
Unstructured integrates seamlessly into the NVIDIA Enterprise AI Factory design. We’ll help you deploy a fully orchestrated, GPU-optimized document processing pipeline tailored to your use case.
Relevant Blogs
Relevant Blogs
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Ready to get started?
Ready to get started?
Whether you're deploying agents, copilots, or retrieval systems, Unstructured and NVIDIA get your enterprise AI pipeline moving fast, secure, and ready for scale.
Our integration ensures your data is prepped for LLMs, enriched with insights, and embedded for high-performance retrieval—all without leaving your infrastructure.
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