Inability to predict and navigate traffic congestion for time-sensitive travel on major event days

People planning to drive long distances (Philadelphia to Manhattan) on high-traffic days (World Cup Final) lack reliable tools to determine if their journey is feasible and how much extra time to allocate. Current mapping solutions (Google Maps, Waze) provide real-time traffic but don't adequately forecast congestion hours in advance for predictable mass events, leaving travelers uncertain whether to attempt the drive, take alternative transport, or leave much earlier than necessary.