Is the system AI-driven or human-monitored?
Quick answer: Both. AI handles real-time routing, exception alerts, and trigger logic (weather, vehicle delays, zone overflows). A 24/7 operations team supervises, makes judgment calls, and handles anything the automation can't. The hybrid is what makes the operation resilient.
What the AI layer does
Live route optimization as crews move and conditions evolve
Exception alerts when a crew falls behind schedule or a zone exceeds forecast accumulation
Trigger logic for dispatch (weather thresholds, ice events, major event declarations)
Live service logging and automated invoicing
What the human layer does
24/7 operations supervision during the winter season
Escalation handling — anything an alert surfaces that needs a decision
Client communication during storms
Mid-storm strategic adjustments (shifting crews, prioritizing specific zones)
Post-event review and continuous improvement
Why the hybrid works
AI is great at speed, volume, and pattern detection. Human judgment is essential for edge cases, complex client needs, and situations automation hasn't seen before. The combination gives us both the scale to run 900+ sites and the responsiveness to handle each of them individually.