Neural Controlled Machines
Turningvisioninto impact.
AI solutions for business transformation. NCM specializes in Data Science, developing AI systems using unique Artificial Neural Networks.
Join the Leaders
Companies are transforming their operations with NCM.
01
AI4PT · Public transport
From video to data: AI that understands mobility.
Images from the video surveillance already on board are processed by advanced AI algorithms, in the cloud or on local servers, delivering highly accurate real-time data to improve public transport planning and safety.
Discover AI4PT02
AI4PT · Data analysis
From data to insights.
O-D matrices will no longer be a desired but hard-to-obtain asset: with AI4PT they can be generated accurately at any time of the year and for any time window, then fed into advanced planning platforms.
From matrix to planning03
AI4OS · Operational safety
Protecting people, not monitoring them.
AI4OS is not designed to control workers or evaluate performance. Its focus is the operational context: moving vehicles, suspended loads, blocked routes, man-down situations, flagging risk conditions before they escalate into incidents.
Discover AI4OS04
AI4PS · Pool safety
In the water, recognizing danger in time can make the difference.
AI4PS supports lifeguards and staff with a second line of attention, discreet and always on: when it detects a prolonged stay under water or a failure to resurface, it sends an alert for immediate verification.
Discover AI4PSVision Lab
See what the neural network sees.
From the video stream to data, at the same moment. Change view and follow the ride.
The neural network finds and follows each passenger, including across virtual lines at the doors.
Stop
Station
- On board
- 0
- Boardings
- 0
- Alightings
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Occupancy over time
Origin-destination matrix
Illustrative simulation: this is not real data.
Sectors
One intelligence, many worlds.
01Public TransportOptimize passenger flow, safety, and reliability with intelligent solutions for seamless mobility.Explore
02Smart CityAI-powered insights to make cities more efficient, sustainable, and livable. From traffic flow to urban safety.Explore
03ManufacturingBoost quality, efficiency, and safety with AI-driven defect detection, process optimization, and predictive maintenance.Explore
04Workplace SafetyProtect workers and operations through AI-enabled accident detection, predictive prevention, and emergency management.Explore
05AgricultureIncrease yields and sustainability with smart farming tools. From crop monitoring to autonomous harvesting.Explore
06Retail & Consumer GoodsEnhance customer experiences, prevent losses, and drive business growth through AI-driven retail intelligence.Explore
07Data AnonymizationBlurring faces for privacy: recordings that respect people and privacy regulations, without losing what matters for security.Explore
How we work
A practical and concrete approach to AI.
Utilizing the best AI techniques and tools, we transform our customers’ and partners’ ideas and projects into something concrete.
Discover NCM- 01
Feasibility study
A thorough, in-depth analysis of the problem, the available data and the infrastructure already in place.
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Research and development
Dataset preparation and neural network training on your real operating context.
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Design and implementation
Systems based on artificial neural networks, validated and deployed to production, in the cloud or on site.
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Training courses
Courses so your people can use, and build on, what has been delivered.
Case studies
Results in the field.
Bus Stop Monitoring for Smarter Urban MobilityHow AI on existing infrastructure monitors a coastal rapid transit bus line and its stops: passenger flows, cleanliness, safety and lane violations.
Automated weeding machine integrated with Computer VisionHow Computer Vision and AI on a hoeing machine recognize crops and weeds in real time, moving weeding from full-field treatment to selective intervention.
AMTAB-Passenger Counting ProjectHow NCM deployed AI4PT passenger analytics for AMTAB in Bari: 26 Menarini buses, real-time counting, boarding and alighting data, and seat occupancy.
News
Where to meet us.
NCM at Secsolutionforum 2026On October 7 and 8, 2026, NCM will be at Secsolutionforum at BolognaFiere to present AI4OS, its solution for operational safety and risk prevention.
NCM at Ambiente Lavoro 2026From May 26 to 28, 2026, NCM will be at Ambiente Lavoro in Bologna, Hall 22, Booth C76, presenting AI4OS for accident prevention on construction sites.
Join NCM at UITP Summit 2025 in HamburgNCM will present AI4PT at the UITP Summit in Hamburg from 15 to 18 June 2025, at Stand A2210 in the Start-Up Area, Hall A2, with live demos on request.
Let’s see what your company can see.
Tell us about your project: we start from the infrastructure you already have.
















