This talk explores how Edge AI deployed within connected vehicles is enabling practical safety and telematics use cases—such as real‑time crash detection, while complementing cloud intelligence. The discussion is framed at a high level, focusing on system‑level edge‑vs‑cloud tradeoffs (latency, resiliency, privacy, and cost).