MDMS Input
Inputs retain their distinct time, variable, domain and data-type dimensions, preserving the space each signal belongs to.
POWERTHERMALCOMPUTE
COMPANY / OTIFY
AI that anticipates
what comes next.
OTIFY models the relationships between industrial signals,
turning forecasts into the basis for operational decisions.
OTIFYWE BUILD THE NEXT PARADIGM
01 / LPM
OTIFY’s core algorithm:
LPM.
LPM · Large Predictive Model
LPM is OTIFY’s proprietary predictive algorithm. It treats time, variables, domains and data types as distinct spaces, then models their relationships to predict the next state.
Our design aims to preserve the source structure and relationships that matter for prediction, minimizing the loss of information needed for decisions.
Relation Processing
The model processes relationships across dimensions and spaces, changes in state, the propagation of effects and uncertainty.
MDMS Output
Outputs distinguish forecasts, prediction intervals, risk levels, influential variables and scenario-specific results.
MDMS is OTIFY's term for this architecture. Structural preservation and predictive performance must be validated for each dataset and operating context.
02 / DESIGN PRINCIPLES
Designed around the evidence behind a forecast.
Keep distinct signals in context
Handle data with different sampling rates and units while retaining its original context.
Model relationships between signals
Connect changes in one domain to their potential effects on another.
Explain outcomes and uncertainty
Go beyond a single number with intervals, risk indicators and information for evaluating response scenarios.
03 / TECHNOLOGY TO OPERATIONS
From LPM forecasts
to the QUNIA experience.
PLATFORMQUNIA
The platform for managing the workflow from forecasts to verified outcomes.
EXECUTION ENGINEOPX
The engine that connects response evaluation, constraint checks, approvals and execution.
CORE TECHNOLOGYLPM
The core technology that models industrial signals to forecast future operating conditions.
Perspectives from the people building it.
Questions and insights from research, business strategy and product development.
Read the OTIFY blog ↗