One data fabric.
A growing family of use cases.
Cloudster's practice is vertical-agnostic by design — but we prove it in manufacturing, the hardest environment for production AI. Each use case below runs on the same unified data model, which is why the second and third deploy far faster than the first.
AI-assisted CNC intelligence: two entry points
CNC programming is a scarce-skill bottleneck — senior programmers tied up per part, quality resting on tribal knowledge, machine data siloed across CNC, PLC, MES, and maintenance logs.
We integrate a best-in-class CNC AI platform into the plant's data fabric, MES, and quality loop — on-prem, at the edge. Enter through programming (attack the skills bottleneck) or machining (attack spindle utilization).
Commercial model: tiered per-spindle subscription — land-and-expand from a 2-spindle entry.
Read the ROI analysis →What the beachhead unlocks.
Because the data model comes first, these deploy onto the fabric the CNC use case already built — plug-and-play, not another integration project.
CNC / machining intelligence Live
The beachhead — AI inside the CAM tools your programmers already use, on the plant's own data.
- Toolpath & cycle-time optimization
- Tool selection & cutting-parameter recommendations
- Setup-time reduction & programming acceleration
- Best-practice standardization across programmers
- Closed-loop learning from shop-floor feedback
Vision-based quality control
Automated inspection on production and pack lines, linked back to upstream causes.
- Surface & cosmetic defect detection
- Assembly & presence verification
- Label, print & OCR / marking check
- Sorting, counting & classification
- Kitting & pack completeness
- Packaging & seal integrity
- Digital work-instructions & error-proofing
Production intelligence & MES
The orchestration layer that surfaces cross-domain KPIs no siloed system can compute.
- OEE & downtime analytics
- Condition-based monitoring
- Traceability & genealogy
- Quality management (NC / CAPA)
- PPAP / APQP document automation
- Live production counting & dispatch
Predictive maintenance
Models on fused telemetry and maintenance history that flag failures early.
- Failure prediction on fused machine telemetry
- Maintenance triggered from quality anomalies
- Spindle & critical-asset health
Sovereign reasoning & plant copilot
Compact, reasoning-first on-prem language models — grounded on your fabric, inside the plant walls.
- Grounded ask-the-plant Q&A
- SOP & work-instruction retrieval
- Multilingual shop-floor assistant
- Document / batch-record review by exception
- Hallucination-resistant, fully on-prem
Don't see yours?
Every use case runs on the same on-prem fabric. Bring your baseline and we'll scope the one that pays back first.
Book a discovery call →One integration layer. The full use-case map.
The same on-prem data fabric carries every capability across the manufacturing map. Columns are segments the bench already serves — the live pilot is in precision machining; the rest deploy on the same fabric.
| Capability layer | Precision machining Auto / AeroLive |
Automotive components | FMCG / packaging | Electronics | Pharma & MedtechOpening |
|---|---|---|---|---|---|
| CNC / machining AI | |||||
| Vision QC | |||||
| Production intelligence / MES | |||||
| Predictive maintenance | |||||
| Sovereign reasoning |
Capability applies to that segment on the same on-prem fabric. Segments are manufacturing sub-markets the bench serves — not separate verticals. Live pilot: precision machining / automotive-aerospace.
One integration layer, best-in-class partners.
Metrics tracked: Unplanned downtime % · Defect escape rate · Mean time to repair · OEE — quantified case study publishing on pilot completion.
Where the framework travels next.
Each new vertical opens only after a quantified case study in the current one — entered with a proven playbook, not a pitch.
Pharma & Medtech
- OEE & predictive maintenance on GMP lines (recommended entry pilot)
- Batch-record review by exception via the sovereign reasoning layer
- Vision QC on fill & pack lines — the same vision stack
- GxP data-integrity fabric across quality & production data
High-Tech & Energy
- Yield & test-data intelligence for electronics fabs
- Asset health & predictive maintenance for energy operations
- Sovereign, on-prem deployment under one governance model
The same use-case bench already applies across automotive, components, FMCG and electronics manufacturing — Pharma & Medtech is simply the next full vertical we're formalizing.
Not a one-shot model — a loop that compounds.
Every part machined feeds the fabric; every insight tightens the next cycle. That's why the beachhead gets better with use, not stale.
See your numbers.
Whichever use case fits your operation, bring your baseline to a 30-minute discovery call — we'll model your conservative case live.