VaultSure · QEFO-X
⚛ Platform Specification

The QEFO-XIntelligence Engine.

QEFO-X ingests energy, market, weather, compute, and financial data, then outputs optimized infrastructure decisions, risk scores, forecasts, and financial intelligence for energy-intensive systems.

6
Input Domains
6
Output Categories
5
Public API Endpoints
<50ms
Decision Latency
Platform I/O

What QEFO-X ingests, what it decides.

QEFO-X ingests energy, market, weather, compute, and financial data, then outputs optimized infrastructure decisions, risk scores, forecasts, and financial intelligence for energy-intensive systems.

INPUTS
Energy
  • → Historical usage
  • → Real-time load
  • → Solar / wind generation
  • → Battery & storage levels
  • → Grid status
  • → Outage alerts
Market
  • → Electricity prices
  • → Fuel prices
  • → Demand charges
  • → Peak pricing windows
  • → Regional market signals
AI / Data Center
  • → GPU & server utilization
  • → Cooling load
  • → Compute job schedules
  • → Training / inference demand
  • → Expected demand spikes
Weather
  • → Temperature
  • → Humidity
  • → Solar irradiance
  • → Wind speed
  • → Storm / outage risk
Financial
  • → CapEx / OpEx assumptions
  • → Project financing terms
  • → Insurance cost
  • → Debt service
  • → Hedging exposure
  • → ROI targets
Risk
  • → Outage probability
  • → Cyber risk (PVS Prime)
  • → Infrastructure degradation
  • → Compliance constraints
  • → Local grid reliability
OUTPUTS
Optimization Decisions
  • ← When to buy power
  • ← When to store
  • ← When to discharge batteries
  • ← When to shift compute workloads
  • ← Cross-facility energy allocation
Forecasts
  • ← Next-hour demand
  • ← Next-day demand
  • ← Price volatility
  • ← AI compute load spikes
  • ← Weather-driven disruption risk
Risk Scores
  • ← Grid stress
  • ← Energy cost risk
  • ← Outage exposure
  • ← Financial volatility
  • ← Infrastructure resilience
Financial Intelligence
  • ← Projected energy savings
  • ← ROI forecast
  • ← Debt-service coverage impact
  • ← Investment risk
  • ← Insurance pricing
Operator Actions
  • ← Reduce noncritical compute load
  • ← Shift AI workload to off-peak
  • ← Charge battery before peak
  • ← Activate backup microgrid
  • ← Delay energy-intensive training
API Endpoints
  • ← /forecast/demand
  • ← /optimize/grid
  • ← /risk/score
  • ← /finance/roi
  • ← /simulate/disruption

See QEFO-X running on live infrastructure data.

Open the live operating dashboard to inspect forecasts, optimization cycles, risk scores, and resilience simulations in real time.

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