The Platform

Physics-based twins.
Engineering-grade predictions.

The Twynvex platform is built around a three-layer architecture: a multi-protocol ingest layer that connects to your existing sensors, a physics-based twin engine that updates every 15 seconds, and a prediction layer that provides 2–6 hour lookahead for yield, energy, and quality outcomes.

Request Pilot Access
Abstract visualization of the Twynvex platform architecture with data flow layers
Architecture

Three layers. One coherent system.

Layer 1
Ingest Layer
Native OPC-UA client with security policy enforcement
MQTT broker bridge with QoS 1 and 2 support
Modbus TCP polling with configurable scan rates
REST API and historian connector (OSIsoft PI, InfluxDB)
Layer 2
Twin Engine
Physics-based process model with heat and mass balance equations
15-second synchronization cycle from live sensor stream
State estimation with Kalman filter for sensor noise rejection
ODE solver with automatic step-size control
Layer 3
Prediction & Alert Layer
Monte Carlo ensemble for confidence band generation
Sensitivity envelope across key process parameters
Outcome-linked alerts with <200ms dashboard latency
Full audit trail with sensor provenance logging
Platform Modules

Three modules, built to work together.

Digital Twin Engine

Physics-based simulation core. Heat and mass balance equations specific to your unit operations.

Explore the engine

Predictive Simulation

2–6 hour forecast horizon for yield, energy, and quality. Confidence bands based on Monte Carlo ensembles.

See how prediction works

Sensor Integration

OPC-UA, MQTT, Modbus TCP, and REST. Connect your plant historians and SCADA without middleware.

View protocol support
Protocol Support

Connects to your existing infrastructure.

No proprietary middleware. Standard industrial protocols supported out of the box.

OPC-UA MQTT Modbus TCP REST API OSIsoft PI Connector InfluxDB

Tell us your unit operations. We'll tell you what the twin looks like.

The scoping call starts with your process configuration — which unit operations, what sensor coverage, which historian. We come back with a feasibility assessment and a proposed model structure. No demo slides.