MUNINN is a plug-and-play AI-powered device that automates traffic sign and road marking inventory for cities. Mount the compact device on any municipal vehicle: as it drives, high-resolution cameras and precision GNSS capture every sign and marking along the route. Purpose-trained AI algorithms detect, classify and geolocate each asset, assessing its condition in real time.

All data is stored on cloud or on local city servers, ensuring full municipal ownership and privacy compliance. The management platform provides an interactive GIS dashboard with near-real-time alerts for damaged or missing signage and tools to prioritise maintenance.

Key features: vehicle-mountable hardware with optimised optics, AI trained on local signage standards, automated condition assessment, local data storage, multilingual platform, exportable GIS data.

Ideal for municipalities, road agencies and infrastructure operators looking to digitise road asset management.