AI-READY AUTO CONVERSION
Even unstructured data — turned into AI-ready assets
Automatically transform every source into the Medallion architecture so it can be fed directly into AI training and inference.
Products
NUBISON Datalake
An end-to-end pipeline that collects, stores, refines, and serves raw data from manufacturing and industrial sites.
Automate the biggest bottleneck in AI projects — data preparation — and unlock AI value faster.
Most AI projects don't fail on the model —
they fail on data problems
The structural issues across collection, integration, transformation, and access must be solved first for AI to deliver results in the field.
Stage 1 · Ingest
Data Collection
Heterogeneous system integration
Challenge
- Fragmented sources such as ERP, MES, and archives — without a common schema, systems cannot be integrated
- Without schedule management and monitoring, collection reliability is hard to secure
NUBISON Solution
- Standardize collection through a common schema, reliably integrating heterogeneous systems
- Pipeline monitoring and incident response framework
Stage 2 · Store
Data Storage
Scalable raw-data retention
Challenge
- Weak integrity and scalability, with limits on storing large-scale, heterogeneous data
- No metadata-based lineage or traceability
NUBISON Solution
- Storage architecture centered on raw-data integrity and scalability
- Metadata-driven traceability across every layer
Stage 3 · Transform
Data Refinement · Transformation
Standardization & fit-for-purpose
Challenge
- No refinement or transformation pipeline for quality assurance; legacy API integration is limited
- Ambiguous data meaning degrades AI model accuracy
NUBISON Solution
- Refinement and transformation with fit-for-purpose guarantees, with automatic AI-Ready quality validation
- Standardized API integration structure for legacy systems
Stage 4 · Serve
Data Serving
Data supply for AI training & inference
Challenge
- No AI-Ready quality validation step; no Feature Store, so features can't be reused
- No layered training-dataset supply framework
NUBISON Solution
- Feature Store with version control, layered training-dataset supply
- Real-time inference data pipeline
NUBISON Datalake is an automation platform that turns industrial-site data into AI-Ready state. From collection to serving, it consolidates every fragmented stage into a single platform.
The decisive difference
NUBISON Datalake makes
END-TO-END PIPELINE
One pipeline for everything
From ingestion → storage → refinement/transformation → serving, every stage is organically integrated and automated on a single platform.
OT DATA STRENGTH
Physical data — industry-specialized data lake
Overcome the diversity and constraints of OT/IIoT protocols and directly ingest data from PLC, sensors, and SCADA to analyze processes, equipment, and environments in one place.
AI AUTO TRANSFORM
AI-driven automation for data transformation
Minimize complex preprocessing by automatically handling unstructured data — images, documents, and more — with AI, greatly outperforming legacy scripts.
SYSTEM PLUGINS
Dedicated plugins for ERP · MES · SCM
Purpose-built connectors and templates for major business systems reduce interface analysis and ETL development effort, cutting early project setup costs significantly.
The change one pipeline makes
AI-Ready? You are Ready! Prepared data creates answers in the field.
Time to Value
70%
Faster time to AI value
Automate repetitive data-prep tasks
Scalability
∞
Unlimited scalability
Instantly ready for AI, no matter how data grows
Single Truth
1
Decisions on a single storage foundation
Unify scattered data on one standard
Connectors
30+
Connectors
ERP · MES · IoT · documents and more
From ingestion to AI value —
one single pipeline
Every fragmented step is organically integrated. Raw data flows through the Medallion layers into MLOps and LLMOps, then into field insight and control.
Step 01
Data Sources
IoT · MESReal-time equipment & process data
ERP · SCMCore business data
Documents · EmailUnstructured document data
Images · VideoUnstructured media data
Step 02
NUBISON Datalake
Bronze LayerRaw DataPreserve raw form · a core asset always ready for reprocessing
Silver LayerAI-Ready DataAutomatic correction of missing values and outliers · immediately usable for modeling
Gold LayerReady-to-Use DataBusiness logic combined · high-level KPIs · instant decision-making
Step 03
Ops
MLOpsAI model training · deployment · performance management
CI/CD automation
CI/CD automation
LLMOpsLarge language model training
Unified prompt · inference operations
Unified prompt · inference operations
Step 04
Business Insights
Predictive AnalyticsPredict defects and failures ahead of time
AI AgentAutonomous decision-making
Executive InsightsAutomated KPI reports
PLC ControlEquipment control with autonomous tuning
Integrate and automate every fragmented step into a single pipeline, completing the value of AX.
As AI evolves,
more valuable data is created
Field data trains AI, and the feedback from AI-generated insights in turn raises the bar for the data itself.
| Category | Before Data Lake | After NUBISON Datalake |
|---|---|---|
| Speed to AI value | AI adoption delayed by repetitive data-prep work | AI-Ready data delivered instantly |
| Data quality management | Manual, after-the-fact quality validation | Automated quality validation and lineage tracking |
| Field AI integration | Individual integrations and pipelines per system | AI integration built on a unified pipeline |