OCR & Document AI Hosting
Self-Host OCR, Document Parsing & Intelligent Document Processing on Dedicated GPUs
Run OCR engines, layout analysis models and document understanding pipelines on dedicated UK GPU servers. Replace per-page API fees from Google Document AI, AWS Textract or Azure AI Document Intelligence with fixed monthly pricing and full data privacy.
What is OCR & Document AI Hosting?
OCR and Document AI hosting means running optical character recognition, layout detection, table extraction, and intelligent document processing models on your own dedicated GPU server — instead of paying per-page fees to managed API providers like Google Document AI, AWS Textract, or Azure AI Document Intelligence.
With a GigaGPU server you get the full GPU card, NVMe storage, and a UK-based bare metal environment. Deploy models like PaddleOCR, Surya OCR, DocTR, EasyOCR, LayoutLMv3, or any Hugging Face-compatible document model in minutes. No shared resources, no usage caps, no documents leaving your infrastructure.
Open source document AI has advanced rapidly. Models like Surya OCR deliver commercial-grade multilingual text recognition, while layout analysis tools like DocLayout-YOLO and table extractors like Table Transformer now handle complex multi-column documents, scanned invoices, and structured forms that previously required expensive enterprise software.
Supported OCR & Document AI Models
Run the OCR engines and document understanding models teams are actually deploying for invoice processing, form extraction, PDF digitisation and intelligent document pipelines. For LLM-powered document analysis, see Open Source LLM Hosting. For vision-language document understanding, see Multimodal Model Hosting.
Any Hugging Face-compatible OCR, layout analysis, or document understanding model can be deployed depending on GPU memory, framework support and throughput target.
Best GPUs for OCR & Document AI Hosting
Recommended configurations based on typical OCR, layout analysis and document processing workloads.
16GB comfortably runs PaddleOCR, DocTR, EasyOCR, Surya OCR and most single-model document pipelines. A strong entry point for production OCR APIs processing thousands of pages per day.
24GB is the sweet spot for document AI hosting. Run OCR + LayoutLMv3 + Table Transformer together, or deploy GOT-OCR 2.0, Florence-2, and multi-stage document understanding pipelines with headroom for batch processing.
Blackwell 2.0 delivers the fastest inference for high-volume document pipelines. Run OCR + LLM extraction + classification on a single GPU with throughput suitable for enterprise-scale invoice and contract processing.
96GB lets you run full document intelligence stacks — OCR, layout analysis, a large LLM for extraction and reasoning, and a retrieval model — all on one card. Ideal for regulated industries processing sensitive documents at scale.
Why Self-Host OCR & Document AI Instead of Using APIs?
Managed OCR APIs charge per page and send your documents to third-party infrastructure. Self-hosting eliminates both problems.
Eliminate Per-Page Pricing
Google Document AI, AWS Textract and Azure charge £0.01–£0.065+ per page. At 100k pages/month that’s £1,000–£6,500 in API fees alone. A dedicated GPU processes unlimited pages at a fixed monthly rate — costs stay flat as volume scales.
Full Data Privacy & Compliance
Financial statements, medical records, legal contracts and personal documents never leave your server. Critical for GDPR, FCA, and NHS compliance where sending documents to external APIs creates regulatory risk.
Complete Pipeline Control
Chain OCR with layout detection, table extraction, LLM-based field extraction, and classification in a single pipeline. Swap models, fine-tune on your document types, and add post-processing logic without vendor constraints.
Lower Latency & Higher Throughput
No round-trip to a cloud endpoint. GPU-accelerated OCR on local hardware processes pages in milliseconds. Batch thousands of documents without rate limits, queueing delays or throttled API tiers.
Model Flexibility
Use PaddleOCR for speed, Surya for multilingual accuracy, GOT-OCR for end-to-end understanding, or combine multiple models. Swap and fine-tune freely — no vendor lock-in and no migration fees.
Dedicated Hardware Resources
Your GPU, your RAM, your NVMe storage — no noisy neighbours. Consistent performance for time-sensitive document processing workflows like real-time receipt scanning or customer onboarding pipelines.
How Much Can You Save vs OCR API Providers?
Per-page API pricing adds up fast. Here’s how self-hosted OCR compares at real-world volumes.
Managed OCR APIs
Per-page pricing (typical rates)
Self-Hosted on GigaGPU
Fixed monthly pricing — unlimited pages
API prices are approximate based on published per-page rates as of early 2025 and may vary by document type and feature tier. Self-hosted costs are the base GPU server price — actual throughput depends on model, document complexity, and configuration. View all GPU plans →
GPU Servers for OCR & Document AI
Every server comes with a dedicated GPU, NVMe storage, 128GB RAM, 1Gbps networking, full root access and UK hosting.
Throughput depends on model, document complexity, resolution, and pipeline configuration. View all GPU plans →
OCR & Document AI Hosting Use Cases
From invoice processing to academic research — dedicated GPU servers handle every document AI workload.
Invoice & Receipt Processing
Extract line items, totals, dates and vendor details from invoices and receipts at scale. Run OCR + table extraction + LLM-based field mapping in a single pipeline with no per-document fees.
Legal Document Analysis
Digitise contracts, court filings and legal correspondence. Extract clauses, parties, dates and obligations with layout-aware models. All documents stay on private UK infrastructure — critical for solicitor-client privilege.
Healthcare & Medical Records
Process patient records, prescriptions, lab reports and referral letters on private hardware. Combine OCR with LLM extraction for structured data output while maintaining NHS and GDPR compliance.
Financial Document Processing
Extract data from bank statements, tax returns, annual reports and KYC documents. Self-hosted processing ensures sensitive financial data never leaves your environment — essential for FCA-regulated firms.
Document Digitisation & Archiving
Convert legacy paper archives, scanned PDFs and microfiche into searchable, indexed digital formats. Process millions of pages at a flat rate using GPU-accelerated OCR without per-page cloud fees.
ID Verification & KYC
Extract data from passports, driving licences and utility bills for customer onboarding. Run OCR + vision models for document classification and fraud detection on private infrastructure.
Academic & Research Papers
Convert scientific PDFs to structured text with Nougat or Marker. Extract equations, figures, tables and citations for RAG pipelines, literature review tools, or research knowledge bases.
Form Processing & Data Entry
Automate data extraction from insurance claims, applications, surveys and government forms. Combine layout detection with field extraction to eliminate manual data entry at scale.
Logistics & Supply Chain
Process shipping labels, bills of lading, customs declarations and packing lists. GPU-accelerated OCR handles high-volume warehouse scanning and automated logistics document workflows.
Document Search & RAG Pipelines
Build retrieval-augmented generation systems over document collections. Use OCR + layout analysis + embedding models to create searchable knowledge bases from unstructured document archives. Pair with LLM hosting for intelligent Q&A.
Compatible Frameworks & Platforms
Every GigaGPU server ships with full root access — install any OCR or document AI framework in minutes.
Deploy a Document AI Pipeline in 4 Steps
From order to processing documents — most teams are up and running within an hour.
Choose a GPU Server
Pick the GPU that fits your document volume and pipeline complexity. The RTX 3090 (24GB) covers most OCR + extraction workflows. View all GPU plans →
Install Your OCR Stack
SSH in and install your preferred framework via pip or Docker. Example: pip install paddleocr or pip install surya-ocr. Full root access — install anything you need.
Build Your API Endpoint
Wrap your OCR pipeline in a FastAPI or Flask endpoint. Accept document uploads, run OCR + extraction, return structured JSON. Add Nginx for production traffic.
Process Documents
Point your application at your new endpoint. Process unlimited documents — invoices, contracts, forms, scanned PDFs — at a fixed monthly cost with no per-page fees.
Frequently Asked Questions
Common questions about self-hosted OCR and document AI hosting.
Available on all servers
- 1Gbps Port
- NVMe Storage
- 128GB DDR4/DDR5
- Any OS
- 99.9% Uptime
- Root/Admin Access
Our dedicated GPU servers provide full hardware resources and a dedicated GPU card, ensuring unmatched performance and privacy. Perfect for self-hosting OCR engines, document AI pipelines, intelligent document processing, PDF digitisation, and any other document understanding workload — with no shared resources and no per-page fees.
Get in Touch
Have questions about which GPU is right for your document AI workload? Our team can help you choose the right configuration for your pipeline, document volume, and budget.
Contact Sales →Or browse the knowledgebase for setup guides on OCR frameworks, document pipelines, and more.
Start Hosting Your Document AI Today
Flat monthly pricing. Full GPU resources. UK data centre. Deploy PaddleOCR, Surya, DocTR and more in under an hour.
