Your AI pilot worked. Now make it run the plant.
We take manufacturers from stalled experiments to production AI — by fixing the data, integration, and operating model underneath the models. On-prem, edge-first, zero lock-in.
Fixed scope · Fixed fee · Roadmap and quantified business case in 14 days
Not ready to talk yet?Score your AI readiness in 5 minutesThinking that gets AI out of pilot mode.
Escaping pilot purgatory: why two in three AI programs never scale
The models work. What fails is everything around them.
Sovereign by design: why industrial AI is moving on-prem
Three forces pulling enterprise AI back inside the plant walls.
The CNC programming bottleneck: a conservative ROI model
We publish the assumptions so your CFO can attack them.
Most enterprise AI stalls between the pilot and the plant.
The industry has proven that the models work. What fails is everything around them.
Let's turn your stalled pilots into your next production system.
Vertical depth, starting where it's hardest
Manufacturing first — automotive and aerospace — with a framework built to transfer.
Explore industries →Discover, pilot, scale — value before investment
A fixed-fee sprint, an 8–12 week pilot, then phased rollout. Each phase earns the next.
See the engagement model →One integration layer, best-in-class partners
Proven specialists — CNC AI, vision QC, MES — on one data fabric. No lock-in.
See all capabilities →One small, easy yes: the 2-Week AI Readiness Sprint.
No transformation program. No open-ended discovery. A fixed-fee sprint that ends with a decision-grade business case.
2-Week AI Readiness Sprint
The fastest way to know exactly where AI will pay back in your plant — and what it takes to get there.
- AI readiness & data maturity audit across your OT, IT, MES, and ERP landscape
- Prioritized use-case roadmap ranked by feasibility and financial impact
- Quantified business case — conservative ROI model your CFO can pressure-test
- Reference architecture for your first pilot, sovereign and edge-ready
How the 14 days run
"Data-first. Not algorithm-first."
Most initiatives start by picking a model. We start by fixing what the model will see.
Start with the data model, not the algorithm
Unify OT, IT, MES, and ERP first — the root cause of failure, solved before training.
Orchestrate best-in-class specialists
Vision, CNC, MES, and language specialists — one coherent system. We own no software of our own.
Keep it sovereign by design
On-prem, edge-first on enterprise-grade AI infrastructure — vendor-agnostic by design. Compliance-ready by default.
Proof, not promises — starting with CNC.
One data fabric, many use cases — we prove value first where the pain is sharpest: the CNC programming bottleneck.
The first use case earns the trust; the fabric makes every next one plug-and-play.
Explore all use cases →Manufacturing first. Vertical-agnostic by design.
The Adoption Framework isn't a manufacturing tool — it's a method for any data-rich operation. We're sequencing deliberately: earn proof in the hardest environment first.
One system, inside your firewall.
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.
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.
The Production Line
A monthly briefing on getting industrial AI out of pilot mode — frameworks, ROI math, and sovereignty trends. No fluff, no sales sequences.
One email a month. Unsubscribe anytime.
Know where AI pays back — in 14 days.
Start with the Readiness Sprint. Leave with a roadmap and a business case your CFO will take seriously.