Capabilities

The engineering bench behind the AI practice

Production AI touches CAD models, simulation data, PLM systems, cloud infrastructure, and security posture. Cloudster delivers all of it under one roof — in service of the AI outcome, not as a menu.

Reference architecture

One integration layer — drawn, not listed.

Every Cloudster deployment follows the same shape: your existing systems feed a governed data fabric, best-in-class AI runs on top, and outcomes close the loop — all inside your own firewall.

ON-PREM / EDGE · INSIDE THE PLANT FIREWALL Applications & outcomes Live KPIs · dashboards · alerts · closed-loop control AI services layer CNC AI · vision QC · predictive maintenance · sovereign reasoning Data fabric unify · normalize · contextualize · govern Cloudster's core Sources OT · PLC / SCADA · MES · ERP · quality · sensors closed-loop control

Sovereign by design: your data never leaves the boundary. External or vendor models are optional — they're pulled in; they don't pull your data out.

AI & Data

AI services

Fine-tuning, RAG, and collaborative agents — including compact, grounded on-prem language models.

AI & Data

Data & analytics

Data pipelines, lakehouse architecture, and analytics that turn plant and enterprise data into decisions.

Engineering

CAD services

2D/3D modeling, drafting, reverse engineering, CAD automation, and DFM/DFA from concept to manufacturing-ready.

Engineering

CAE services

Structural, thermal, CFD, MBD, and electromagnetic analysis — fewer physical prototypes, faster validation.

Engineering

PLM services

PLM implementation, data migration, customization, BOM integration, and change-management support.

IT & Cloud

Cloud consulting

Migration and hybrid-cloud strategy — cloud where it helps, edge and on-prem where sovereignty demands.

IT & Cloud

Security solutions

SecOps and threat protection for converged OT/IT environments.

IT & Cloud

DevOps

CI/CD, infrastructure-as-code, and the MLOps discipline that keeps production AI healthy.

IT & Cloud

Application development

Custom applications and dashboards that put AI outputs in front of the people who act on them.

Infrastructure & ecosystem
Sovereign · on-prem / edge
CNC AI
Vision QC
MES orchestration
Sovereign reasoning
OT / IT security
Cloudster data fabric — one integration layer
SourcesOT · PLC / SCADA · MES · ERP · quality · sensors
AI infrastructureedge gateways + on-prem compute, vendor-agnostic

Not sure which capability you need?

That's what the Readiness Sprint answers — it maps the work to the outcome before you commit to anything.

Start with the Sprint