Operational control
Model serving and updates
Retain control over model serving and model updates. Plan how NuExtract runs and how updates are introduced around your organization’s operational requirements.
NUEXTRACT · PRIVATE DEPLOYMENT
Private deployment
for Privacy and Control.
Process confidential documents in your private cloud or on-premise environment. Retain control over model serving, updates and costs with NuExtract private deployment.
01 · PRIVACY AND CONFIDENTIALITY
Data security and confidentiality
Process confidential documents within your organization’s private cloud or on-premise environment. Private deployment supports data security and privacy while allowing you to align document processing with your organization’s confidentiality requirements.
02 · CONTROL AND COST EFFICIENCY
Control your operations.
Manage your processing costs.
Private deployment gives your organization control over model serving, model updates and costs. Combine operational control with the serving efficiency of NuExtract’s compact, specialized models.
Cost efficiency
Efficient model serving
NuExtract’s compact, extraction-specialized models help keep serving costs low. Discuss a serving configuration based on your document volumes and processing requirements.
High-volume processing
Licensing and cost planning
NuMind offers licensing suited to high-volume document processing. Review license costs alongside serving requirements and expected volumes when planning your deployment.
03 · HOSTING OPTIONS
Private hosting options
The NuExtract platform is available for deployment in a private cloud or on-premise environment. Select the hosting option that aligns with your infrastructure requirements.
Private cloud
Deploy the NuExtract platform in a private cloud for your organization.
Deployment requirements
Discuss your cloud environment, confidentiality requirements and infrastructure responsibilities with NuMind.
On-premise
Run the NuExtract platform on your organization’s own premises.
Deployment requirements
Discuss your infrastructure, operational requirements and implementation priorities with NuMind.
Enterprise offering: NuExtract pricing
04 · EXTRACTION OUTPUTS
Document extraction outputs
NuExtract3 supports structured JSON extraction and document-to-Markdown conversion.
Structured JSON
Define the fields and structure of the extraction result with a JSON template. Templates support nested objects, typed values and collections of records.
Explore the JSON workflow →OCR Markdown
Convert document images into text with headings, HTML tables, LaTeX mathematics and figure descriptions.
Explore the Markdown workflow →Template structure: User guide · Markdown conversion: NuExtract3 model card
05 · MODEL CUSTOMIZATION
Model customization services
NuMind offers fine-tuning and distillation services for private deployments. Fine-tuning is available as an optional component of the enterprise offering.
Model services: General FAQ · Enterprise pricing
Define the extraction task
Provide representative documents, the required output structure and evaluation criteria when discussing customization with NuMind.
Include expected document volumes and peak demand to support the assessment of your production requirements.
06 · OPEN MODEL DEPLOYMENT
Self-host the NuExtract3 model
NuExtract3 is a 4B vision-language model available under the Apache 2.0 license. The official model card provides instructions for self-hosted inference.
Model serving
The official model card includes vLLM deployment instructions with an OpenAI-compatible API, plus direct Transformers usage.
Document processing examples
Examples cover text and image extraction, multi-page PDFs, Markdown conversion and template generation. You can pass a JSON template, optional instructions and teaching examples.
Open the model card and deployment examples →Platform and model deployment
Private platform: discuss private cloud or on-premise deployment and model customization with NuMind.
Open model: download NuExtract3 and implement model serving, document preparation and integration in your infrastructure.
Read the NuExtract3 release →07 · DEPLOYMENT PLANNING
Define your deployment requirements
Prepare the following information for a deployment discussion with NuMind.
- Documents and outputs
- Representative files, languages, page counts, required fields and your target JSON structure or Markdown use case.
- Workload and success criteria
- Typical daily volume, peak periods, response-time goals and the results your team will use to evaluate the workflow.
- Environment and data handling
- Preferred hosting option, infrastructure ownership, access requirements, network connections and retention expectations.
- Application integration
- Document sources, destination systems, API integration responsibilities and implementation priorities.
Enterprise scope and pricing
NuExtract’s enterprise offer uses tiered usage pricing. Discuss the deployment environment, workload and optional fine-tuning with NuMind to scope your project.
View the enterprise offering →Product documentation
PLAN YOUR PRIVATE DEPLOYMENT
Plan your deployment
for privacy and control.
Discuss document confidentiality, operational control and processing costs with NuMind.