The year 2025 marks the arrival of optical sensors dedicated to mobility directly integrating a Tensor Processing UnitResult: Violation detection or vehicle classification is done at the edge of the network, reducing bandwidth by 70 %.
Use cases
- Automatic free space detection thanks to an 8K fisheye camera: guiding time is halved.
- Fare category recognition (SUV, micro-car) associated with the plate for a differentiated price.
- Prepayment by viewing : driver recognition by gesture (raising hand) to validate a session without a smartphone.
Generative AI for Customer Service
The language models embedded in the toll chatbot respond in 27 languages and reduce phone calls by 40 %.
Risks and limits
Algorithmic bias in Arabic plate classification persists (accuracy 93 % vs. 98 % in Europe). Vendors are working on more diverse training corpora.
The next frontier: energy self-regulation: solar-powered cameras capable of self-deactivation when the grid is saturated.
English 
French