

MLOps for manufacturing and industrial sites
4I-MLOps.
MLOps for manufacturing and industrial sites
4I-MLOps.
MLOps for manufacturing and industrial sites
4I-MLOps.
We unify heterogeneous industrial data and automate everything from training, deployment, and operation to retraining in a single pipeline to make AI production-ready.
We unify heterogeneous industrial data
and automate everything from training, deployment, and operation to retraining in a single pipeline
to make AI production-ready.
Problem
Problem
Problem
Why Successful PoCs
Fail to Lead to Production.
Why Successful PoCs
Fail to Lead to Production.
Why Successful PoCs
Fail to Lead to
Production.
Many manufacturing and industrial AI projects disappear after leaving behind impressive reports.
It's not a matter of model performance. It's the absence of operational processes.
Many manufacturing and industrial AI projects disappear after leaving behind impressive reports.
It's not a matter of model performance.
It's the absence of operational processes.




Without becoming a system, AI eventually stop.
Without becoming a system,
AI eventually stop.
Without becoming a system, AI eventually stop.
An automated pipeline that learns from data and deploys models without human intervention.
4INLAB's transforms one-off AI projects into sustainable assets for your business.
An automated pipeline that learns from data and deploys models without human intervention.
4INLAB's transforms one-off AI projects into sustainable assets for your business.
An automated pipeline
that learns from data and deploys models without human intervention.
4INLAB's transforms one-off AI projects
into sustainable assets for your business.
End-to-End
4I-MLOps Platform.
End-to-End
4I-MLOps Platform.
End-to-End
4I-MLOps Platform.
Data, Models, Operations
aAll-in-One platform
Data, Models, Operations
aAll-in-One platform
Data, Models, Operations
aAll-in-One platform
4I-MLOps unifies the ML workflow on a single platform.
From data collection and model training to deployment and monitoring,
it pipelines every step to help businesses systematically manage
and operate their AI assets.
4I-MLOps unifies the ML workflow
on a single platform.
From data collection and model training
to deployment and monitoring,
it pipelines every step
to help businesses systematically manage
and operate their AI assets.
4I-MLOps unifies the ML workflow on a single platform.
From data collection and model training
to deployment and monitoring,
it pipelines every step
to help businesses systematically manage
and operate their AI assets.



The most practical pipeline,
for complex industrial data.
The most practical
pipeline,
for complex industrial data.
The most practical pipeline,
for complex industrial data.
Data from manufacturing and industrial sites is often noisy and complex.
4I-MLOps is a purpose-built MLOps platform for industry,
designed to process and standardize heterogeneous data-
from PLCs, vibration sensors, vision systems, and more.
Data from manufacturing and industrial sites
is often noisy and complex.
4I-MLOps is a purpose-built MLOps platform for industry,
designed to process and standardize heterogeneous data-
from PLCs, vibration sensors, vision systems, and more.
Data from manufacturing and industrial sites
is often noisy and complex.
4I-MLOps is a purpose-built MLOps platform for industry,
designed to process and standardize heterogeneous data-
from PLCs, vibration sensors, vision systems, and more.
From development
to deployment,
Production-Ready AI.
From development
to deployment,
Production-Ready AI.
We provide operations-focused MLOps
to enable continuous AI adoption in industrial environments.
We provide operations-focused MLOps
to enable continuous AI adoption
in industrial environments.



Seamless Real-Time Model Deployment
One-click deployment of the latest trained models to edge and server devices.

Seamless Real-Time Model Deployment
One-click deployment of the latest trained models to edge and server devices.

Integration of Heterogeneous Industrial Data
We integrate equipment data from PLCs, sensors, and various protocols into a single Feature Store for efficient management.

Integration of Heterogeneous Industrial Data
We integrate equipment data from PLCs, sensors, and various protocols into a single Feature Store for efficient management.

Automated Retraining
Automatically retrains models the moment data patterns shift-maintaining top performance without intervention

Automated Retraining
Automatically retrains models the moment data patterns shift-maintaining top performance without intervention

No-Code, Just Drag & Drop
Even field engineers without technical backgrounds can develop, deploy, and operate models - all without coding.

No-Code, Just Drag & Drop
Even field engineers without technical backgrounds can develop, deploy, and operate models - all without coding.

Integration of Heterogeneous Industrial Data
We integrate equipment data from PLCs, sensors, and various protocols into a single Feature Store for efficient management.

Integration of Heterogeneous Industrial Data
We integrate equipment data from PLCs, sensors, and various protocols into a single Feature Store for efficient management.

Seamless Real-Time Model Deployment
One-click deployment of the latest trained models to edge and server devices.

Seamless Real-Time Model Deployment
One-click deployment of the latest trained models to edge and server devices.

Automated Retraining
Automatically retrains models the moment data patterns shift-maintaining top performance without intervention

Automated Retraining
Automatically retrains models the moment data patterns shift-maintaining top performance without intervention

No-Code, Just Drag & Drop
Even field engineers without technical backgrounds can develop, deploy, and operate models - all without coding.

No-Code, Just Drag & Drop
Even field engineers without technical backgrounds can develop, deploy, and operate models - all without coding.


End-to-End AI: From Development to Operations
Succeeded in PoC, but struggling with production?
End-to-End AI: From Development to Operations
Succeeded in PoC, but struggling with production?




End-to-End AI: From Development to Operations
Succeeded in PoC, but struggling with production?


