ModelOps™ 3D Task Handler
Intelligent Automation for 3D Content at Scale
VNTANA’s proprietary solution for managing and automating 3D asset processing with AI integration. Deploy anywhere, automate everything, and transform your 3D workflows.
3D Challenges Solved
Today’s IT infrastructure wasn’t built for 3D content at scale
2D-Only Infrastructure
Traditional IT infrastructure was built for 2D content only and lacks the specialized tools required for managing 3D assets at scale.
Complex Pipelines
3D models require intricate processing pipelines for optimization, conversion, and preparation that are difficult to manage manually.
Rapidly Evolving Field
3D technology needs change quickly, requiring flexible architecture that can adapt as the field progresses and new standards emerge.
AI Integration Complexity
Leveraging AI for 3D content requires specialized connectors and workflow automation that most systems don't provide natively.
Limited Metadata
Manual metadata creation severely limits the searchability and discoverability of 3D assets in large collections.
Resource Management
Managing compute resources (CPU/GPU) for 3D processing creates operational complexity and often leads to inefficient utilization.
Introducing ModelOps™
ModelOps™ is VNTANA’s proprietary solution for managing and automating 3D asset processing at scale. Built as a containerized service, it acts as a flexible task orchestration system that can be deployed on any cloud platform (AWS, Azure, or GCP) or run locally.
The key benefit is that it allows organizations to automate sequences of 3D processing tasks through configurable “Pipelines” – JSON or YAML manifests that define exactly what operations should be performed on an asset. What makes ModelOps™ unique is its ability to seamlessly integrate AI capabilities directly into your 3D workflows, creating intelligent automation that goes beyond simple file processing.
Automated Workflows
Create intelligent processing pipelines that run without manual intervention
For example, a Pipeline could automatically:
Receive a high-polygon 3D model, optimize it for web viewing, generate various formats (glTF, USDZ), and create thumbnail images – all triggered by a single upload event
Process a CAD file, analyze its structure using AI, generate appropriate tags and metadata, identify and name key components, then prepare multiple versions for different platforms
Ingest a 3D scan, detect and repair mesh issues, generate normal maps and texture atlases, and produce LODs (Levels of Detail) for progressive loading
Analyze 3D models for similarity to detect duplicates, check compatibility with standards, and ensure consistent naming conventions across an entire asset library
The Bridge to AI
ModelOps™ serves as a sophisticated bridge between your 3D content and cutting-edge AI services:
- Automatically tag and categorize 3D models based on their visual characteristics, shape, and features
- Extract text from textures and embedded information within 3D files to enhance searchability
- Identify and name specific components or parts within complex assemblies
- Generate natural language descriptions of 3D models for improved accessibility
- Compare 3D assets to detect duplicates or find similar models across your library
By connecting your 3D pipeline to AI services, ModelOps™ transforms static automation into intelligent workflows that continuously improve with each processed asset.
Key Features
Create intelligent processing pipelines that run without manual intervention
Simplify Complex 3D Tasks
Handle file format conversions, optimizations, and generate image captures of 3D models through unified workflows.
Cloud-Native Architecture
Supports Object Storage Services, making it compatible with Amazon S3, Google Cloud Storage, or Microsoft Azure Blob Storage.
Advanced AI Integration
Connects directly to services like Vertex AI, loci.ai, and other AI platforms for automated intelligence across your 3D pipeline.
External Renderer Compatibility
Connect to specialized rendering solutions, with ModelOps handling all orchestration and resource management.
Intelligent Resource Management
Automatically spins up and down CPU or GPU instances as needed, optimizing costs while maintaining performance.
Third-Party Communication
Facilitates effective communication with external services, allowing you to add new services quickly to your 3D pipelines.
Custom Pipeline Definitions
Define unique sequences of tasks to customize your own 3D processing workflows using simple JSON or YAML manifests.
Controlled Execution
Run tasks sequentially or in parallel with dependency management, preventing possible collisions or processing issues.
Comprehensive Monitoring
Global callbacks at the pipeline level enable tracking of task metrics and integration with monitoring platforms.
Flexible Containerized Architecture
ModelOps™ is designed to fit seamlessly into modern development environments:
- Containerized deployment – Run on Docker, Kubernetes, or any container orchestration platform
- Cloud-agnostic design – Deploy on AWS, Azure, GCP, or on-premises infrastructure
- AI service connectivity – Easily connect to cloud AI platforms or run edge AI modules locally
- Automated scaling – Dynamically adjust resources based on processing demands
- Pipeline-as-code – Define, version, and maintain processing pipelines using standard JSON or YAML
- Extensible module system – Add custom processing steps or integrate third-party AI services
Integrations: Publish 3D Everywhere
Keep your existing systems, just add our viewer
Shopify, Magento, WordPress, Amazon, Salesforce and more
SOLIDWORKS, Revit, Unreal, Unity, Autodesk, Siemens and more
Box, Google Drive, AWS S3
Amazon, Google Search, Canva, Miro, and more
Google Vertex AI, AWS SageMaker, Azure Machine Learning, loci.ai
Custom AI models and services through standardized API connections



















ModelOps™ is designed to fit seamlessly into modern development environments with APIs, plugins, and integrations to all your favorite tools.
Trusted by Innovators Across Industries
From industrial equipment to sporting goods, leading brands trust VNTANA to power frictionless 3D experiences.
Ready to Transform Your 3D Workflow?
Join brands like Kohler and Puma scaling 3D content faster than ever.