When is it time to replace the telematics system instead of fixing the AI?

When latency is in the core communication—device to server. If standard location pings in raw logs are consistently 5 or more minutes late, the hardware or network protocol is the bottleneck, requiring platform replacement rather than AI tuning.

When is it time to replace the telematics system instead of fixing the AI?
When latency is in the core communication—device to server. If standard location pings in raw logs are consistently 5 or more minutes late, the hardware or network protocol is the bottleneck, requiring platform replacement rather than AI tuning.

When is it time to replace the telematics system instead of fixing the AI?

When is it time to replace the telematics system instead of fixing the AI?
When latency is in the core communication—device to server. If standard location pings in raw logs are consistently 5 or more minutes late, the hardware or network protocol is the bottleneck, requiring platform replacement rather than AI tuning.

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