SUPCON TPT industrial time-series data platform dashboard
TPT

Time-series Pre-trained Transformer

overview

What is TPT?

TPT is an industrial AI platform that learns from time-series data, integrates simulation, and orchestrates tools through an agentic architecture.

Reliable prediction, control, and optimization in the process industry — with full understanding of industrial context and logic

TPT platform architecture showing data collection, edge computing, and AI analytics layers
TPT platform architecture showing data collection, edge computing, and AI analytics layers

Zero-barrier access to Industrial AI for every role, every process, every scenario — through natural language interaction

Technical Highlights

Decoding time series with industrial-grade reliability

Industrial Semantic Tags

Every dataset carries context, logic, and “why,” making raw signals interpretable

AI + First Principles

Integrates first-principles models  into neural networks, ensuring reliable reasoning.

Multi-Expert Framework

Orchestrates specialized models for causality, dynamics, and process-specific expertise.

Industrial Semantic TagsAI + First PrinciplesMulti-Expert Framework
Industrial AI Safety

AI that industry can trust — safeguarded at every step

Perception Lock

Perception Lock

Real-time monitoring of data quality, with a “reliability score” attached to every output.
Execution Lock

Execution Lock

AI commands are constrained by process rules — valves, pumps, and actuators operate only within safe limits.
Evolution Lock

Evolution Lock

Continuous expert feedback and reinforcement learning keep the model on the right path, improving with every use.

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