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Manufacturing

AI in manufacturing.

Predictive maintenance, vision-based quality and production scheduling — built on Siemens Xcelerator + Mendix and live across 14 plants.

Proven on Mendix & AI

Running on the floor.

From global enterprises to public agencies, manufacturing teams run production AI applications on Mendix — the platform and the AI MXTechies delivers. A representative slice of what’s live, and the credentials behind it.

Kaneka

Digitalised raw-material & quality-management systems on Mendix.

Industry 4.0

Predictive maintenance & OEE analytics with IoT + AI in the loop.

Shop floor

Touchscreen work-instruction & quality-check apps for operators.

8
Mendix MVPs — top concentration in APAC
300+
enterprise apps in production
250+
AI-certified engineers
21 days
to a production PoC
GenAI
agentic, RAG & vision AI live in production
−30%
unplanned downtime
−40%
defect escape
+12%
OEE
What you get

Built for the people accountable for outcomes.

One engagement, four answers — to the questions a CIO, CTO, VP of Technology and business owner each bring to the table.

For the CIO

Governed & de-risked

Mendix Cloud with role-based access, audit trails and model-risk controls. Security and compliance built in — not bolted on.

For the CTO

One platform, no rewrite

A 21-day proof of concept scales to 100K users on the same platform. No throwaway prototypes, no re-platforming.

For VP, Technology

Delivery you can trust

AI-assisted development up to 7× faster, delivered by 250+ certified engineers in a repeatable 21-day rhythm.

For the business

Measurable ROI

Fixed-fee proof of concept tied to a clear ROI hypothesis. See the value in production before you commit to scale.

Use cases & impact

Where AI moves the number.

The applications we build most in manufacturing — each a governed production app on Mendix, with the outcome it drives.

−30%unplanned downtime

Predictive maintenance copilot

Anomaly detection on equipment telemetry flags failures before they stop the line.

−40%defect escape

Vision AI for zero-defect quality

Computer vision catches surface and assembly defects in real time on the line.

+12%OEE

Production scheduling agent

Optimisation agents sequence jobs against constraints, demand and capacity.

−25%operator ramp time

Digital work instructions

Generative, context-aware instructions and copilots for shop-floor operators.

+15%throughput visibility

OEE & downtime analytics

Connected dashboards turn machine data into availability, performance and quality.

−20%inventory cost

Spare-parts & inventory AI

Demand-driven forecasting keeps critical spares available without overstock.

Engagement

Built for plant managers, quality & operations leaders — delivered by us.

We bring the reference architecture, the use cases, and the AI-certified engineers who’ve already delivered them — from a 5-day discovery to a 21-day production proof of concept.

Built for

Plant managers, quality & operations leaders

Services used
MendixAltairAI & MLIntegrationsQuality Eng AIConsulting
2026 trends

What’s reshaping manufacturing.

The app patterns leading teams are putting into production right now.

Trend 01

Agentic factory copilots

Autonomous agents that triage alerts and act across MES and PLM.

Trend 02

Industrial digital twins

Live simulation models that predict yield, quality and downtime.

Trend 03

Edge vision quality

On-line vision models replacing manual inspection at the station.

Across the ecosystem

Siemens, Mendix & Altair — together.

Siemens

Teamcenter + Opcenter

PLM and MES wired into AI for predictive quality and scheduling.

Mendix

Operator & work-instruction apps

Shop-floor portals delivered in a 21-day rhythm.

Altair

RapidMiner & simulation

Yield optimisation and surrogate models for the line.

Case study

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FAQ

Questions, answered.

How quickly can MXTechies deliver an AI solution for manufacturing?

We run a 5-day discovery to pin the right use case, then a 21-day production proof of concept on Mendix — a working application that scales to enterprise load, not a demo.

What are the top AI use cases in manufacturing?

The applications we build most are predictive maintenance, vision-based quality inspection and production scheduling — each governed and deployed on the Mendix platform.

Why build Manufacturing AI on Mendix?

As a Mendix Platinum Partner backed by Siemens Xcelerator, we deliver visually-modelled, AI-assisted apps with governance, security and observability built in from day one.

Are the solutions secure and compliant?

Yes — apps run on Mendix Cloud with role-based access, audit trails, model-risk controls and data-isolation patterns suited to regulated manufacturing environments.

Put AI to work in manufacturing.

Tell us the outcome you’re after. We’ll bring the platform, the AI and the engineers who’ve done it before.

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