
Real Autonomy. Real Impact.
Autonomous operations create real value: lower operating costs, higher productivity and minimized risk.
Five levels of autonomy, at the pace your site needs
Every case starts with Lv.1 data connection and moves up one level at a time to fit the site.
Autonomy at work on real sites
Personalized in-cabin control with in-vehicle IoT
Understands the situation of the vehicle and driver and adjusts in-vehicle IoT devices automatically.

01. The Challenge
Company K, preparing to launch an in-vehicle IoT service, wanted to offer drivers a distinctive in-cabin experience using devices such as a small display, a multi-scent diffuser and an air purifier. But most IoT devices worked only when the driver operated them or according to preset modes.
Vehicle data such as location, driving status and destination, along with the driver's habits, was not linked to the devices, making it difficult to personalize the cabin to each trip.
02. Our Solution
Modapl analyzed vehicle data, including location, driving status, destination and trip time, together with the driver's driving patterns. The results were linked to the in-vehicle IoT devices to set operating conditions for each driving situation, and each device runs automatically according to predefined rules.
For example, the small display in front of the windshield shows tailored messages depending on the situation, and the air purifier turns on when air quality around the vehicle worsens. The diffuser's scent pattern also changes with the destination and time of day, creating a personalized cabin in which IoT devices work together in response to the vehicle and driver.
03. The Outcome
Instead of drivers operating each IoT device by hand, the cabin environment now adjusts automatically to the situation of the vehicle and driver, delivering a personalized in-vehicle experience.

What level is your site at today?
We'll assess your site's current level of autonomy with you and propose the most effective next step.