Transition of

AI/ML models to

Foundation Models

Customization of
enterprise-ready
domain-specific FM

FM orchestration

for inference

optimization

FMOps for scalable

transition and

value-driven operation

MOTIVATION

Fragmented Operations

Managing individual models is becoming impossible

Every model demands separate tuning and maintenance

Legacy systems struggle to scale across task and domains

Your AI is scaling, but are you ready for model sprawl?

MOTIVATION

Fragmented Operations

Managing individual models is impossible

Every model demands tuning and maintenance

Legacy systems cannot scale across domains

Your AI scales. Ready for model sprawl?

SOLUTION

FM Transition

Transform scattered AI/ML models into FM operations

Leverage FM and PEFT for lighter and scalable adaptation

Reuse intelligence across domains and engineering workflows

Move from model-by-model management to FMOps

Transform AI/ML models into FM operations

Leverage FM and PEFT for scalable adaptation

Reuse intelligence across workflows

Move from model-by-model to FMOps

SCAFFOLDING

Teach What Matters

Embed domain knowledge into FM inference

Analyze operational context before prediction begins

Guide AI with expert logic, constraints, and system signals

Build AI that understands how your system works

Embed domain knowledge into FM inference

Analyze operational context before prediction

Guide AI with expert logic and system signals

Build AI that understands your system

HARNESSING

Set The Boundaries

Constrain reasoning with domain-aware guardrails

Ground FMs in physics and process constraints

Keep predictions aligned with real-world conditions

Steer decisions before signals become obvious

Constrain reasoning with domain guardrails

Ground FMs in physics and process constraints

Align predictions with real-world conditions

Steer decisions before signals become obvious

TREATMENT

System That Explain

Move beyond checking numbers on dashboards

Receive reports that explain what happened and why

See recommended actions for improvement

The best assistant behind your final decision

Move beyond checking numbers on dashboards

Get reports explaining what happened and why

See recommended actions for improvement

The best assistant behind your final decision

News

Joining the Sovereign AI Foundation Model Project

Industrial operations optimization powered by independently developed foundation models

Jun 10, 2026

POSCO BPED Operational System Development (ONGOING)

Widely running retraining impact tests to optimize model performance

Since 2025

Nine ML/AIOps-related Patents Registered in 2025

Relentlessly advancing IP strategy to drive future growth

Dec 31, 2025

News