CrowdSense Trainer
A simulation training tool for emergency responders, venue security teams, and event managers that uses affect-aware AI agents to rehearse how panic, anger, and reassurance actually spread through a real crowd.
Emergency management directors and live-event safety officers
- Scenario library (concert evacuation, transit fire, stadium panic) with adjustable crowd density, layout, and seed emotions
- Real-time visualization of how alarmed, angry, or calm zones expand minute by minute based on modeled contagion
- Voice-of-the-crowd playback where the trainer types PA announcements and watches the modeled crowd react
- After-action report identifying which interventions (staff placement, messaging tone) measurably reduced panic spread
Mass-gathering safety is under fresh scrutiny after several recent crowd-crush incidents, and traditional drills can't model how emotions actually cascade through strangers.
Crowd simulation software market reached USD 1.41B in 2024 and the WHO published a 2024 mass-gathering SimEx/AAR guide, showing institutional buyers actively procure these tools.Crowd Simulation Software Market Research Report 2033 ↗Mass gathering practical guide for simulation exercises and after action reviews ↗
Established platforms (MassMotion, Pathfinder, Legion, AnyLogic) model physics/density but do not target affect/emotion propagation; the cited arXiv work is research, not a commercial trainer, leaving the emotion-cascade training niche open.Top 8 Best Crowd Simulation Software | 2026 Verified Picks ↗How Affect Propagates among LLM Agents: Emergent Emotional Contagion in Crowd Simulation ↗
Event security compliance software in the same buyer profile sells at $150–$1,000+/month subscription, and emergency-management agencies have recurring training budgets willing to pay for validated simulation.Best Event Security Compliance Software in Canada (Features, Pricing) ↗
Crowd-crush incidents continue (e.g., 2024 Hathras/India and recurring festival disasters) and IAVM/ESA sustain permanent safety programs, so demand is structural rather than hype-driven.Prediction and prevention of crowd-crush accidents using crowd-density simulation based on Unity engine ↗Safety & Security - International Association of Venue Managers - IAVM ↗
Doable technically — the arXiv prototype already demonstrates LLM-driven affect propagation — but scaling thousands of LLM-calling agents per simulation run is compute-expensive and requires careful latency/cost engineering.How Affect Propagates among LLM Agents: Emergent Emotional Contagion in Crowd Simulation ↗