Commuters unable to assess real-time safety risks on public transit before boarding

Daily commuters using metro systems lack reliable, real-time information about safety conditions, crime incidents, and crowding levels before deciding to use transit. Current solutions rely on outdated crime statistics or vague news reports, leaving riders anxious about personal security and unable to make informed decisions about alternative routes or transportation methods. This uncertainty directly impacts ridership decisions and commute planning.