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Knowledge Challenge

A friend thinks you can answer this question about Edge Computing Strategy

A retailer wants to deploy 'edge AI cameras' in 800 stores for shelf-monitoring and customer behavior analytics. Each camera costs $300 + $50/month operations. Cloud-based equivalent (cameras stream to cloud): $200/camera + $30/month. Latency requirement: 'real-time' but actually means 'within a few minutes.' What's the right call?