How long does a typical AI + IoT application take to build?
A functional proof-of-concept may take 3-4 months, but a production-ready, scalable system typically requires 9-15 months minimum. The timeline extends due to iterative cycles of field testing, data collection, model refinement, and hardening device-edge-cloud communication.