VisionForge Logo

Train vision models using synthetic, real, and augmented image data.

Own Product

VisionForge CV is an in-house industrial computer vision platform developed by ASSIST Software. It enables teams to generate labeled synthetic images from 3D/CAD models and train computer vision models using three data sources: synthetic images, real images, and real images augmented with synthetic defects.

As part of ASSIST Software's industrial inspection ecosystem, VisionForge trains the models used by NEXUS for production-line inspection. Findings reviewed by inspectors help improve the models over time. New components can be onboarded by registering the part, generating synthetic defects, and training and testing the corresponding models.

Industry

AI & Machine Learning
Manufacturing

Services

AI/ML & Data Engineering
Cloud & Backend Engineering
Computer Vision
Product Design
Software Development Services

Country

RomaniaRO Flag

Company size

Mid-Sized Business

A Unified Workflow for Industrial Computer Vision

VisionForge brings synthetic data generation, model training, inference, and evaluation into one browser-based workflow. Engineers can upload 3D/CAD assets, configure scenes, and generate labeled synthetic images. These can be combined with real images and real images augmented with synthetic defects to train and evaluate models within the same platform.

VisionForge Computer Vision Image

Features we developed

Round check fill icon
3D/CAD asset upload and normalization
Round check fill icon
Support for YOLO, RF-DETR, RT-DETR, D-FINE, and more
Round check fill icon
No-code synthetic dataset generation from 3D/CAD models
Round check fill icon
Single-image inference and dataset evaluation
Round check fill icon
Real-image augmentation with synthetic defects
Round check fill icon
6D pose estimation
Round check fill icon
Automatic annotations and segmentation outputs
Round check fill icon
Hardware-aware model export
Round check fill icon
Configurable cameras, lighting, environments, and distractors
Round check fill icon
Job history, reruns, and reproducible configurations
Round check fill icon
Model training on synthetic, real, and augmented data

The Technology Behind VisionForge 

A modular architecture combining synthetic-data generation, GPU-backed model training, computer vision inference, and a browser-based product experience.

Python logo
React logo
FastAPI Logo
Redis logo
NestJS logo
Typescript logo
Blender logo
PostgreSQL logo

Engineering Beyond Fragmented CV Toolchains

Industrial computer vision projects often rely on separate tools for synthetic data generation, annotation, model training, inference, and deployment preparation. VisionForge CV brings these stages into one connected workflow, with reproducible configurations, integrated job tracking, and hardware-aware model export built into the platform.

One Ecosystem for Industrial Inspection

VisionForge CV, NEXUS, and Nexus Pulse have complementary roles within ASSIST Software’s industrial inspection ecosystem. The overview below shows how responsibilities are divided across the three platforms.

Plans and coordinates robotic inspections, manages human review, and delivers traceable results for every inspected part.

VisionForge Ecosystem Image

Discuss Your Industrial Inspection Project

For business inquiries:

+40-230-521100

icon main logohello@assist.ro

Our address:

1 Tipografiei Street 720043, Suceava, Romania

Frequently Asked Questions

1. Can you integrate AI into an existing software product?

Absolutely. Our team can assess your current system and recommend how artificial intelligence features, such as automation, recommendation engines, or predictive analytics, can be integrated effectively. Whether it's enhancing user experience or streamlining operations, we ensure AI is added where it delivers real value without disrupting your core functionality.

2. What types of AI projects has ASSIST Software delivered?

We’ve developed AI solutions across industries, from natural language processing in customer support platforms to computer vision in manufacturing and agriculture. Our expertise spans recommendation systems, intelligent automation, predictive analytics, and custom machine learning models tailored to specific business needs.

3. What is ASSIST Software's development process?  

The Software Development Life Cycle (SDLC) we employ defines the stages for a software project. Our SDLC phases include planning, requirement gathering, product design, development, testing, deployment, and maintenance.

4. What software development methodology does ASSIST Software use?  

ASSIST Software primarily leverages Agile principles for flexibility and adaptability. This means we break down projects into smaller, manageable sprints, allowing continuous feedback and iteration throughout the development cycle. We also incorporate elements from other methodologies to increase efficiency as needed. For example, we use Scrum for project roles and collaboration, and Kanban boards to see workflow and manage tasks. As per the Waterfall approach, we emphasize precise planning and documentation during the initial stages.

5. I'm considering a custom application. Should I focus on a desktop, mobile or web app?  

We can offer software consultancy services to determine the type of software you need based on your specific requirements. Please explore what type of app development would suit your custom build product.   

  • A web application runs on a web browser and is accessible from any device with an internet connection. (e.g., online store, social media platform)   
  • Mobile app developers design applications mainly for smartphones and tablets, such as games and productivity tools. However, they can be extended to other devices, such as smartwatches.    
  • Desktop applications are installed directly on a computer (e.g., photo editing software, word processors).   
  • Enterprise software manages complex business functions within an organization (e.g., Customer Relationship Management (CRM), Enterprise Resource Planning (ERP)).

6. My software product is complex. Are you familiar with the Scaled Agile methodology?

We have been in the software engineering industry for 30 years. During this time, we have worked on bespoke software that needed creative thinking, innovation, and customized solutions. 

Scaled Agile refers to frameworks and practices that help large organizations adopt Agile methodologies. Traditional Agile is designed for small, self-organizing teams. Scaled Agile addresses the challenges of implementing Agile across multiple teams working on complex projects.  

SAFe provides a structured approach for aligning teams, coordinating work, and delivering value at scale. It focuses on collaboration, communication, and continuous delivery for optimal custom software development services. 

7. How do I choose the best collaboration model with ASSIST Software?  

We offer flexible models. Think about your project and see which model would be right for you.   

  • Dedicated Team: Ideal for complex, long-term projects requiring high continuity and collaboration.   
  • Team Augmentation: Perfect for short-term projects or existing teams needing additional expertise.   
  • Project-Based Model: Best for well-defined projects with clear deliverables and a fixed budget.   

Contact us to discuss the advantages and disadvantages of each model. 

ASSIST Software Team Members