Same API, same decision logic, domain-specific actions. Add a new industry in minutes by defining stress signals and thresholds.
🖥️
Data Centers
Prevent hardware throttling and meltdowns via CPU/memory stress scoring.
cpu_temp
memory_load
network_io
⚡
EV Fleets
Extend battery life 25% with stress-aware routing and charge decisions.
cell_temp
discharge_rate
soc_delta
🔌
Smart Grid
Avoid rolling blackouts during peak demand via frequency and load management.
freq_deviation
voltage_variance
load_pct
🚁
Drone Swarms
Autonomous flight safety with battery, thermal, and wind stress scoring.
battery_pct
thermal_load
wind_force
🤖
Industrial Robots
Homeostatic maintenance scheduling — fix it before it breaks.
joint_torque
vibration_hz
cycle_hours
🏥
Hospital ICU
Early warning system for patient deterioration — escalate before crisis.
hr_deviation
spo2_drop
bp_variance
🛡️
Cybersecurity
Anomaly-driven network isolation before breaches escalate.
anomaly_score
failed_auth
traffic_entropy
🛢️
Oil & Gas Pipelines
Pressure and corrosion monitoring with automatic shutoff decisions.
pressure_psi
flow_deviation
corrosion_idx
🚗
Autonomous Vehicles
Sensor confidence and obstacle proximity scoring for safe handoff decisions.
sensor_confidence
obstacle_proximity
road_friction
📈
Financial Risk
Portfolio stress scoring with automatic deleverage and hedge decisions.
portfolio_var
correlation_spike
liquidity_ratio
💨
Wind Turbines
Rotor and gearbox stress management with automatic blade feathering.
rotor_vibration
gearbox_temp
wind_variance
📦
Supply Chain
Inventory and supplier stress scoring with automatic replan triggers.
inventory_dev
supplier_delay
demand_spike