SBot evolved from an AI personality making live podium predictions during the 2024 IRONMAN Pro Series into a 2025 internal assistant connected to ticketing, timekeeping, expenses, equipment, and schedules. Those lessons led to SBot Labs, web and iOS tools that combine GPS, competition data, and broadcast graphics to help production teams deliver live race coverage.