If AI can detect defects in a product, why not prevent those defects from occurring in the first place? This question led Viet Dynamic to develop ViCore – an industrial AI ecosystem designed to bridge the gap between standard operating procedures and real-world operations on the production line.

With experience in robotics, automation, and AI-powered quality inspection for manufacturing plants, the Viet Dynamic team identified a paradox: businesses can invest billions of VND in advanced machinery, yet ensuring that employees follow procedures correctly still depends heavily on supervisors, management experience, and the ability to detect deviations after an incident has already occurred.

From this real-world challenge, Viet Dynamic set out to go beyond simply developing technology to detect defects. The company aims to take a more proactive approach: using AI to identify deviations as they occur and prevent errors at their source.

Viet Dynamic and ViCore: When Industrial AI Prevents Errors on the Production Line

In today’s factories, cameras have become a familiar part of production systems. However, most cameras simply record what has already happened. An incorrect operation, a skipped step, or a safety procedure that was not followed may only be detected when the defect has reached the end of the production line or even the customer.

Meanwhile, as Vietnam becomes increasingly integrated into global supply chains, the requirements for manufacturers go beyond simply producing quality products. Businesses must also demonstrate that their production processes are carried out correctly, consistently, continuously, and with traceable data. It is precisely the gap between SOPs documented on paper and what actually happens on the production line that Viet Dynamic has chosen to address.

To tackle this challenge, Viet Dynamic developed ViCore, an industrial AI ecosystem built on the philosophy that technology should not only observe, but also understand, make decisions, and take action.

The name “ViCore” carries its own meaning. “Vi” represents Vision, Viet Dynamic, and Vietnam – the origin of a technology team committed to bringing industrial AI to factories across the region and the world. “Core” represents the core – where AI transforms images into insights, data into decisions, and passive monitoring into proactive prevention. Based on this foundation, Viet Dynamic has developed ViCore into an ecosystem comprising three core solutions focused on critical challenges in modern manufacturing.

Three AI Solutions Addressing Three Core Manufacturing Challenges

1. ViCore Q – Quality: AI-Powered Quality Inspection

ViCore Q (Quality) applies AI to inspect the quality of finished products.

Rather than relying entirely on human observation and experience, AI supports the inspection process by making it faster, more consistent, and capable of processing visual data. This solution focuses on product quality, helping businesses identify issues at the output stage of the production line.

2. ViCore M – Motion: Bringing Robots into Complex Operations

ViCore M (Motion) focuses on enabling robots to identify and handle components placed in random orientations during complex assembly operations.

Instead of requiring components to always be arranged in a fixed order, the solution enables robots to recognize, locate, and handle components in real-world environments. In this way, AI becomes a technology layer that helps robots adapt more effectively to complex automation tasks.

3. ViCore S – Standard: Bringing Standards into Every Operation

While ViCore Q focuses on product quality and ViCore M addresses motion-related challenges, ViCore S (Standard) tackles a more fundamental question: Are people actually following the required procedures correctly?

Viet Dynamic takes a clear view: standards should not exist only in SOP documents or be displayed on factory walls. Standards need to be present in every operation, every shift, and every decision on the production line. This is the gap ViCore S was developed to address.

ViCore S: When AI Does More Than See

ViCore S applies Computer Vision and Edge AI to observe operators’ actual movements, compare them against established procedures, and issue alerts as soon as deviations are detected. This creates an important shift in how businesses approach process control.

Instead of waiting until the end of the production line to detect defective products, businesses can identify deviations at the moment they occur. Rather than having cameras simply record footage, the system can become a real-time layer of process control. And instead of standards existing only as documents, they can be embedded directly into every operation on the production line.

One of the key advantages of ViCore S is that data is processed directly at the factory. This approach reduces dependence on an Internet connection while enhancing data security – a particularly important requirement for FDI enterprises and businesses participating in international supply chains.

In manufacturing environments, where operational data may be closely associated with processes, products, and business activities, on-site processing provides significant advantages in terms of security and operational stability. It is also how Viet Dynamic brings industrial AI closer to the real requirements of factories, rather than limiting it to a technology solution in a testing environment.

Technology Developed in Vietnam, Built from Real Manufacturing Data

ViCore S is developed in Vietnam by a team of Vietnamese engineers with hands-on experience across multiple industrial manufacturing projects.

According to Viet Dynamic’s brand story, the solution does not depend on third-party platforms or technologies. Instead, ViCore S is built from real-world data, can be customized for different operational processes, and is designed to meet the needs of both domestic factories and international markets.

This reflects a clear direction for Viet Dynamic: building industrial AI capabilities developed by Vietnamese talent and rooted in real manufacturing challenges. It is not simply about introducing new technology into factories, but also about mastering technology and developing solutions suited to each operational environment.

The value Viet Dynamic seeks to deliver goes beyond detecting an incorrect operation. When deviations are identified early, businesses can take a more proactive approach to process control, reduce the likelihood of errors spreading, and improve operational consistency.

ViCore S therefore focuses on three key values:

• Early error prevention – identifying deviations during operations rather than only detecting them after a product has been completed.
• Operational standardization – bringing SOPs from documentation into actual operations on the production line.
• Enhanced traceability and control – creating a data foundation for monitoring and evaluating process execution.

This is how Viet Dynamic shifts the focus from “detecting problems” to “preventing problems from happening.”

Industrial AI – A Foundation for the Next Generation of Smart Manufacturing

In the journey toward smart manufacturing, machinery and robots are only part of the equation. A modern factory also needs the ability to connect people, machines, data, and processes.

Viet Dynamic sees industrial AI as a technology layer that connects these elements. From product quality inspection with ViCore Q, to supporting robots in handling components with ViCore M, and monitoring process compliance with ViCore S, the ViCore ecosystem addresses multiple layers of manufacturing operations. Through this approach, AI is no longer viewed simply as a tool for automating an individual task, but as an intelligent infrastructure that helps businesses control and optimize the entire production process.

Viet Dynamic’s journey began with real-world challenges in manufacturing plants, but the team’s ambition goes further: to make industrial AI developed in Vietnam a trusted choice on the global smart manufacturing landscape.

ViCore S is designed to be customizable for different processes and to serve both domestic and international markets. This also reflects the core spirit of Viet Dynamic’s journey: Vietnamese technology is not only developed to solve domestic challenges, but can also become part of the global manufacturing value chain.

Viet Dynamic – Startup Wheel 2026 Vietnam Champion

At Startup Wheel 2026, Viet Dynamic was officially named the Startup Wheel 2026 Vietnam Champion – marking an important milestone in the development journey of an industrial AI solution built by a Vietnamese team.

The title recognizes not only a technology product, but also the potential of an approach rooted in real manufacturing challenges: how technology can go beyond detecting errors to helping prevent them from happening in the first place. With ViCore, Viet Dynamic is positioning AI in a more practical role within factories – where technology can observe, analyze, and support people in maintaining standards throughout every operation.

From identifying the gap between SOPs and actual production-line operations, Viet Dynamic is gradually building a technology ecosystem aimed at smart manufacturing, consistent operations, and proactive error prevention.

Viet Dynamic’s journey began with a practical observation: a factory may possess advanced machinery and systems, but a process is only truly effective when it is correctly executed in every operation. With ViCore, the team has chosen to address this challenge through AI.

• ViCore Q supports quality inspection.
• ViCore M enables robots to handle complex component-related tasks.
• ViCore S brings standards into every operator’s action.

Together, these three approaches share a common goal: transforming data into decisions, turning monitoring into prevention, and bringing industrial AI closer to every production line. With the title of Startup Wheel 2026 Vietnam Champion, Viet Dynamic has gained another milestone in its journey to bring Vietnamese-developed industrial AI technology to regional and global markets.