Most appliance repair shops still schedule on a whiteboard, a Google Sheet, or a legacy tool that treats dispatch as a static morning exercise. The real day looks nothing like the morning plan: a warranty call comes in at 9:12, a tech runs 40 minutes long on a Sub-Zero compressor swap, a customer cancels at 1pm, and someone has to reshuffle six stops by hand while the phone keeps ringing. The result is empty gaps, long drives, and 5–7 completed jobs per tech when the same crew could clear 8–9.
AI-assisted dispatching replaces that manual reshuffling with a solver that runs continuously. Every new job, cancellation, and traffic delay triggers a fresh assignment across the crew. The dispatcher becomes an exception-handler, not a coordinator — and in most shops that role compresses from a full-time seat to a few hours a week.