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Physical AI for 
Smart Quality Inspection That Learns from Your Line

Client

NEXUS is ASSIST Software's industrial inspection orchestration platform. It uses digital twins to plan inspections, coordinates robotic scanning, and applies computer vision to deliver traceable PASS/FAIL results. Designed to integrate with existing hardware and software, NEXUS also collects inspector-reviewed findings to support continuous model improvement.

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Inspection That Keeps Up With the Line

Industrial inspection systems are often configured once and remain unchanged. When parts, variants, or tolerances change, inspection workflows must be reconfigured, yet valuable results may remain isolated. NEXUS enables adaptable inspection workflows, captures traceable results, and uses inspector feedback to support continuous improvement.

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Turning Inspection into a Traceable Process

NEXUS links each part to its documentation, scan plan, digital twin, captured images, and inspection results. Every waypoint is recorded, enabling measurable inspection coverage, automated defect detection, and full traceability. Across parts and production lines, these records help identify where issues originate and reveal recurring patterns over time.

A Unified Workflow for Automated Inspection

NEXUS brings inspection planning, robotic execution, computer vision, and reporting into one workflow. Engineers can register parts, generate inspection plans, validate them in a digital twin, and execute them on a robotic cell.

The platform delivers traceable PASS/FAIL results, while flagged findings are reviewed by inspectors. Their feedback is collected to help improve computer vision models through VisionForge.

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Features we developed

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Part registration and documentation management
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Embedded Unity digital twin
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Versioned, searchable knowledge base
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Live robotic scan execution
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AI-assisted inspection plan generation
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Computer vision defect detection
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Campaign and test-case management
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Automatic PASS / FAIL verdicts
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Human review of findings for model improvement
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Results API for quality systems and analytics

The Technology Behind NEXUS

A modular edge-native architecture combining robotics, digital twins, computer vision, retrieval-based knowledge, and orchestration in one industrial inspection platform.

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Designed as a Modular Inspection Platform

NEXUS separates orchestration, document intelligence, defect detection, and robotic control into independent services. Its modular architecture allows components, models, and hardware integrations to evolve without rebuilding the entire system. Designed for scalability, NEXUS enables new inspection stations and part variants to be configured through digital twins, reusing the same platform rather than starting from scratch.

Built for Industrial Inspection Teams

NEXUS helps industrial inspection teams adapt to production changes, generate actionable quality data, and integrate with existing equipment and systems.

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Quality

& QA Teams

Build a permanent inspection record with measurable coverage and traceable results.

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Manufacturing 
Engineers

Standardize inspection plans across parts, variants, and workbenches.

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Automation & Test Engineers

Integrate robotic inspection into existing validation environments with minimal disruption.

One Ecosystem for Industrial Inspection

NEXUS is part of ASSIST Software's industrial inspection ecosystem, connecting inspection execution, AI model training, and production-level insights. Each component has a distinct and complementary role, with the architecture designed to support continuous improvement across inspection stations.

Trains computer vision models using synthetic, real, and augmented images. Inspector-reviewed findings from NEXUS can support further model improvement.

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From design to completion, we ensure outstanding products

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e-Health
Germany

Mesalvo

Developing modular healthcare software that enables hospitals to modernize step by step, without disrupting operations. 
VisionForge Logo
Manufacturing
Romania

VisionForge

VisionForge CV is an industrial computer vision platform developed by ASSIST Software for synthetic data generation, model training, infe...

Scalable, secure and streamlined solutions for your business success

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. 

1. Is ASSIST Software a reliable company for custom engineering?

Absolutely. Our partners have given us great recommendations and reviews, leading us to win The Manifest Award for Most Reviewed Software Developers. Further proof comes from our 97% employee retention rate and ongoing client partnerships for over 8 years.  

2. Are the ASSIST Software Romanian software engineers certified?

Yes. 85% of our software programmers are certified.  

At a company level, ASSIST Software is certified and recognized by industry players such as Microsoft, AWS, Google Cloud, Adobe, Drupal, Fujitsu, ISTQB, and others.  

Our employee certifications are tremendously important as they reflect the shared commitment to long-term growth.

3. Why should I choose Romania for custom software development? 

Romania has become a significant player in custom software development, attracting businesses worldwide. Romania boasts the highest number of certified IT specialists in Europe and ranks sixth globally, surpassing even the US in tech specialists per capita.  

At ASSIST Software, what sets us apart is our team and our location: our engineers are certified, experienced, and flexible, while being in the +2 GMT time zone allows us to easily facilitate meetings with clients all over the world.

4. What team will work on my project, and where will it be located?

ASSIST Software's headquarters is in Romania, a prime country for software development outsourcing. Our 350+ software engineers speak English and have a deep passion for innovation.  

We provide regular project updates through reports, meetings, and online dashboards. Generally, you'll have access to a dedicated project manager who will be your point of contact for any questions or concerns.  

5. How much will my project cost me?

Our prices are competitive, and as per our working model, we guarantee you will be satisfied with the result. Frequent meetings, check-ins, and a great communication structure will ensure this outcome.   

Project costs depend on various factors, including complexity, scope, required technologies, and team size. We'll gather detailed information about your project during the initial consultation to provide a customized quote and we guarantee that you will be able to see the benefits of bespoke software.  

1. What technologies do you work with?

ASSIST Software tackles your projects with a robust tech stack. We build native and cross-platform mobile apps, craft user-friendly web experiences, and create stunning visuals. 

Our wide-ranging expertise starts from Java, Python, and JavaScript frameworks to cutting-edge solutions like AR/VR, blockchain, and AI/ML. We also manage databases, leverage cloud platforms, and ensure flawless project execution. We're your one-stop shop for exceptional software development from concept to deployment. You can view our expertise for more details.   

2. Are you experienced in AI/ML development?

Yes. We have extensive experience in data engineering and machine learning operations (MLOps). We can employ neural networks, computer vision, and AI models to benefit your ideas.   

You can trust our long-term experience with big data, NLP, and sentiment analysis, as over the past three years, we led a European security project with 15 partners focused on detecting radicalization on social media and the dark web.

3. Do you have a research and development department and work on European Projects?

We know R&D is crucial for businesses to stay competitive and thrive in dynamic markets. Successful R&D efforts lead to developing exceptional products or services, improved efficiency and effectiveness in operations, and enhanced market positioning.   

We have established solid partnerships with 160+ European research companies, universities, and research centers (e.g., Fraunhofer, TWI, University of Heidelberg, REWE Group, SINTEF, etc.) and have participated as technical partners in over 25 EU-funded projects.  

4. Besides custom software solutions, what other services do you offer?

  • Design Thinking for Breakthrough Products:  

    We craft user experiences that resonate. Our design process is an immersive collaboration, starting with workshops to uncover your vision and user needs. We conduct market research, analyze the competition, and guide you toward cutting-edge solutions in accordance with your business requirements.  

  • Digital Transformation to Reimagine Your Business:

    Digital transformation is nothing less than a strategic shift. We empower you to become more agile and data-driven, optimizing core processes for the digital age.  

  • Scale with Confidence as We Build for Growth:  

    We understand that business success and development mean new challenges. Our solutions are built to scale seamlessly, accommodating increasing user bases and data volumes without sacrificing performance or security.  

5. As a company, does ASSIST have its own software products?

Yes, ASSIST Software teams have been involved in designing and developing innovative products that address community needs. One such example is the web and mobile platform Autisma. This therapy assistant enables continued learning for children diagnosed with autism spectrum disorder.   

Our extensive knowledge of the Unity and Unreal engines has allowed us to develop two mobile games, Elly and the Ruby Atlas and Hooman Invaders, as well as various Unity Assets, such as the Real-Time Weather PRO and Easy Sky. These two Unity assets allow Unity developers to control the weather and sky in their projects.   

1. Is ASSIST Software hiring right now?

We are always looking for great people to join our team, whether you're a senior software engineer or a new talent seeking an IT career. Please check our careers page and contact us. Our HR department will contact you as soon as possible.   

2. Is ASSIST Software organizing internships?

Yes. Each year, we organize individual and group internships for students. Our long-term partnership with the Stefan cel Mare University of Suceava allows us to put together great events for students and help them get started in the industry. 

3. What type of learning culture does ASSIST Software encourage?

Our focus on innovation comes from a 'can do' attitude and the continuous learning we encourage our colleagues to pursue. We frequently organize workshops, learning sessions, presentations, and masterclasses. All these events are free and open to our colleagues and aim to support their professional and personal development. 

4. How does ASSIST Software focus on teamwork?

The key to stellar teamwork is the quality time we spend together. ASSIST employees and their families are frequently invited to participate in all activities. We encourage a healthy lifestyle by promoting and organizing hikes, bike riding sessions, marathons, volleyball, football and tennis matches, ping-pong championships, and many more.   

We show our care for the environment through reforestation campaigns and forest cleaning activities.   

We also have an English-speaking club, e-sports gaming nights, tech discussions, networking parties, and board game sessions.   

5. How does ASSIST Software give back to the community?

Volunteering and charity are essential to us, which is why we founded the ASSIST Humanitarian Foundation. We genuinely care about our community and want to improve the future. We invest in IT equipment for schools and award excellent teachers. We also help hospitals and fire departments enter the 21st century.   

We sponsor cultural events and deliver humanitarian aid to those in need. If you agree with our views, you can also donate.   

ASSIST Software Team Members