
Connect the floor to the decisions that move it forward.
- Production visibility
- Operator & maintenance workflows
- Equipment & quality data
Software · AI · Connected systems
We design, build and connect the systems your teams rely on. Software, AI and connected devices. Engineered in Penang, Malaysia.
Discuss your project
The VIGOR approach
From the people using it to the systems behind it. We design the connections that make technology useful.
Meet VIGOR ↗
Designed around your operation Illustrative imagery
Choose your world. Explore what we can connect.

From signal to system
Bring one challenge or a connected programme of work. We’ll help define the scope across the interfaces.
Explore our servicesBuild the application your operation needs. We design and engineer web, mobile and internal software around the people who use it and the systems it must connect.
Explore the capability ↗Put AI to work on a specific task. We connect models, business rules and existing systems so your team can review outputs and act with context.
Explore the capability ↗Give physical operations a digital connection. We bring together sensors, embedded software, edge applications and the interfaces people use to understand them.
Explore the capability ↗Make the systems behind your business work together. We design data flows, cloud foundations and integration services that your team can operate and extend.
Explore the capability ↗Turn manual processes into useful digital workflows. Start with the people, approvals and information involved, then choose what to improve first.
Explore the capability ↗How we work together
Choose your starting point. Explore what working together could look like.
You know the problem. The scope needs work.
Map the workflow, users and existing systems. Identify constraints and define a practical delivery scope.
One important assumption needs testing.
Build a bounded workflow or integration and evaluate it against agreed acceptance criteria.
Your scope is ready to move into delivery.
Plan milestones, build and test the system, then prepare deployment and handover with your team.
Your system needs care as the operation evolves.
Define maintenance, monitoring responsibilities and a process for prioritising improvements.
Starting points, not mandatory stages. A pilot is optional; scope and terms are agreed before work begins.
Illustrative workflow with sample content. Not a live product interface.
Manufacturing intelligence
Connect a broad range of legacy and modern machines through suitable sensors, gateways and interfaces. Bring their signals into one factory view.
Explore Xentr.AI ↗Connect your machines. See your factory. Ask better questions.
Before we begin
VIGOR designs and engineers custom software, AI automation, IoT systems and cloud integrations. Based in Penang, Malaysia, the company works across manufacturing, healthcare, digital government, smart cities, retail and immersive experiences.
Share the workflow you want to improve, the people involved and your existing systems. The first conversation establishes fit, constraints and the next useful step: discovery, a focused pilot or a defined build.
No. A clear description of the current problem and its operational impact is enough to start. Existing process notes, screenshots and system documentation help turn that conversation into a scope.
Yes. A focused pilot tests one workflow or integration against agreed acceptance criteria. A four-week delivery window may be appropriate when the scope, access and dependencies are ready; timing is confirmed during scoping.
Start with the problem. We’ll work through the possibilities.
What can we