How long does implementation take?

Pilot deployment typically takes 2 to 6 weeks for a single production line. Full factory rollout usually takes 3 to 6 months depending on scale.

Do we need new hardware or cameras?

The system works with standard off-the-shelf or existing CCTV cameras in most manufacturing environments.

What kind of ROI can we expect?

Existing customers have achieved 5 to 10 percent improvement in throughput within 4 to 8 weeks. ROI is typically reached within 6 to 18 months.

How is pricing structured?

Pricing is based on number of workstations and selected features. Both subscription and one-time license models are available.

Can this integrate with MES or IoT systems?

Yes. The platform integrates with MES, IoT devices, and other factory systems to create a unified production data layer.

Is the system secure?

Yes. The platform supports on-premise deployment. All data remains within the factory network with no external sharing required.

Blog

What is AI Computer Vision? Smart Factory Solution

The global AI vision market will grow from $34.1 billion in 2024 to $93.73 billion by 2028, with a CAGR of approximately 28.8%...

What Anker Recall Reveals About Process Quality Control and Traceability

In June 2025, Anker, a global leader in portable chargers, launched a large-scale recall after some products were found to overheat and catch fire...

AI smart factory: Why and how AI vision works for manufacturing in Southeast Asia

Southeast Asia is an increasingly important manufacturing hub, offering competitive labor costs, a strategic location, and political stability. Yet for many manufacturers, operating in the region brings unexpected challenges...

Computex & InnoVex 2025: AI Vision’s Evolution

2025 Computex & InnoVex showcased advanced cooling technologies and high-performance computing as their central themes, drawing in a wave of hardware makers...

Time and Motion Studies｜Boost 5.2% UPH with AI

A time and motion study is a cornerstone methodology for enhancing productivity by analyzing and optimizing workflows...

What Effective Quality Management Looks Like: 5 Common Manufacturing Challenges, the Tools, and Where AI Fits

Quality Management, also known as quality control, is the core activity a company undertakes to ensure that its products or services consistently meet customer needs and regulatory standards. Regardless of the industry, effective quality management