SMITE is an artificial intelligence-based video platform system. It transforms the supervision of video surveillance systems by automatically detecting events that disturb security, tranquility and public health (for example: thefts, acts of violence, damage to public spaces etc.) The very revolutionary SMITE’s architecture enables the real-time video processing of thousands of cameras distributed in a city (street or undergrounds), or in a critical infrastructure or also on an official/military site. This system is fully scalable, and its normal customization time is shorter than 30 days of data training (specific deep learning).