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Industrial machine vision / quality control
Haka-Wood Oy
Haka-Wood selected the Vireum Vision system to support production quality control.
Transform the production line into an intelligent, real-time quality and production control system.
Vision AI combines the latest generation of computer vision, artificial intelligence, and industrial analytics to automatically detect defects, anomalies, and production downtime in real-time. The solution operates securely within the customer's environment without transferring data to the cloud and can be integrated into existing ERP, automation, and production control systems. Deployment is quick and seamless, with no production downtimes or significant investments required. As a result, you get improved quality, reduced manual work, and faster return on investment.
€100k–€500k
annual savings potential / line
1–3%
production efficiency improvement
0
production downtime during deployment
Data stays inside your environment
Integrates with ERP and automation systems
Deployment without production downtime
ROI typically in 3-6 months
Why Vireum Vision AI?
Secure Edge AI
All data is processed inside the customer's own environment without external cloud services or data transfer.
Real-time anomaly detection
Defects, process deviations and production waste are detected immediately during production.
Fast deployment
The solution can be installed and piloted without heavy IT projects or stopping production.
Integrates with existing production
Compatible with ERP, MES, automation and production control systems.
Modular technology platform
Supports visible light cameras, IR, laser, hyperspectral and measurement data.
Fast payback
Typical payback time is measured in months through quality, efficiency and waste optimization.
Quality Control View
Vision AI
Online
Detected deviations
0.0 %
+98 % inspection confidence
Scrap prevented
0 €
this month
Deviation root-cause map
Raw material variation
0%
Surface defect
0%
Dimension
0%
Wrong product
0%
Visible light
camera
IR / laser
sensor
ERP
sync
Solution
Quality control that shows where margin is leaking.
Vireum Vision AI analyzes camera and sensor data on the edge, detects deviations in real time and turns data into production guidance.
Reduce waste
Detect defects, wrong products, surface deviations, dimensional errors and raw material variation early.
Improve operating profit
When quality deviations, rework and manual inspection decrease, the same production line generates more margin.
Real-time decisions
Production, quality and management see the same live data.
Secure edge AI
Data stays in the customer environment without cloud dependency.
Benefits
Every detected deviation is an opportunity to protect margin.
Vireum Vision AI combines automated quality control, production data and management KPIs.
Fewer claims
Deviations are detected during production, reducing the risk of defective products reaching customers.
Less scrap and rework
Quality root causes are identified earlier, which helps reduce material waste and corrective work.
Less manual inspection
Automated machine vision frees people from repetitive inspection work for higher-value tasks.
Better production transparency
Camera, sensor and quality data are brought into one view so production status is easier to understand.
Faster reaction to deviations
Real-time detections help stop quality issues from multiplying before costs grow.
Improved competitiveness
More consistent quality, lower costs and stronger delivery reliability improve the customer's market position.
Better traceability
Quality data can be connected to batches, events and decisions, making reporting and investigations easier.
Data-driven management
Management gets measurable insight into how waste, quality and inspection affect profitability.
Modular expansion to multiple lines
The solution can start from one target and expand step by step to new products, cells and production lines.
Pricing
Start with one production line. Scale when the impact is visible.
Packages include deployment, initial AI model training, user training and continuous maintenance. Deployment from €5,000.
Example benefits with the Vireum Vision AI solution
| Benefit area | Example impact | Estimated annual benefit |
|---|---|---|
| Reduction in Customer Claims | 5 fewer claims / month (€2,500 per claim) | €150,000 / year |
| Reduction in Manual Quality Inspection | 2 fewer FTEs in manual quality inspection | €90,000 / year |
| Reduction in Production Waste | 3% less material waste | €50,000–€250,000 / year |
| Faster Detection of Anomalies | Errors are detected immediately in production | Reduces downtime and secondary costs |
| Production Optimization with Data | Better process control and fewer error occurrences | Increases overall production efficiency |
Potential overall impact:
€300,000–€500,000 annual savings*
* Results depend on the size of production, level of automation, and current quality management practices.
ROI calculator
Calculate the savings potential
A directional estimate of how defects, waste and manual inspection affect profitability.
Estimated net impact
€100,333
per year after costs
Gross benefit
€132,000
Payback
2.9 months
Where the value comes from
Waste reduction
€42,000Claim reduction
€50,000Manual inspection reduction
€40,000Annual cost
-€31,667Technology
A modular Vision AI platform for production improvement.
The solution combines cameras, sensors, edge computing, AI models and reporting.
Cameras and optics
Visible light, IR, laser, hyperspectral or the right combination.
AI models
Detection of defects, classes, dimensions and deviations.
Integrations
Connection to ERP, production control and reporting systems.
On-premise
Production and image data can remain inside the customer environment.
References
Selected Vireum Oy references
The examples below are only part of Vireum Oy’s references.
Health technology AI / system development
Algoa Progress
Vireum has contributed to Algoa system development and AI-based imaging implementation work.
Industrial machine vision / production solutions
Cross Wrap Ltd
Cross Wrap selected the Vireum Vision system as part of its industrial solution.
Vireum Vision AI solutions can be used in production quality control, automation and analytics across multiple industrial sectors.
Example use cases
Wood industry / sawmills
Packaging and recycling industry
Printed electronics
Process industry
Measurement and inspection systems
Pharmaceutical industry
Food industry
Company & Team
Vireum combines AI, software engineering and industrial expertise
Company
Vireum Oy is a Finnish technology company developing AI and machine vision solutions for industrial quality control, automation and real-time analytics. Vireum Vision AI combines machine vision, artificial intelligence and industrial measurement data. Solutions are implemented modularly into the customer’s production environment without production downtime.
Team
Our team consists of innovative and solution-oriented professionals. We are approachable, customer-focused and committed to building trust.
Antti combines academic expertise, applied research experience and startup leadership background.
Mikko has over 30 years of experience in sales leadership, business development and international networks.
Eetu Reinikainen
Project Manager, Application Architect
Eetu has over six years of experience in software engineering and machine vision solutions.
Markku Pitkänen
Software Developer, Designer
Markku has several years of experience in frontend development and a background in visual design (e.g. UI/UX).
Teuvo Kekko
Business Development
Teuvo specializes in business development, strategic partnerships and project management with over 30 years of entrepreneurial experience.
Book a demo and identify your savings potential.
In 30 minutes, we review your production line, quality deviations, manual inspection and potential payback time.
What will we show in the demo?
How camera and sensor data become production decisions
How deviations are detected in real time
How ROI is calculated with your numbers
How deployment is done without production downtime