Five core services,machine to decision

From the first mile of machine data to the last mile where AI is actually used, one Minxun team covers it all — and every service is customized to your floor, not a template.

SVC—01Core service
01

Custom AI Agents
for Manufacturing

No two production lines are alike, and neither should their AI be. We design agents around your processes, equipment, roles and management habits — agents that look up data, make judgments and take action. Connected to your machine data and internal systems, they automate lookups, summaries, alerts and decision support.

  • Tailored to your needs
  • LLM applications
  • Multi-agent collaboration
  • RAG knowledge base
  • Machine & system integration
See AI solutions→
SVC—02OT DATA
02

Machine Connectivity
& OT Data Integration

We work on your factory floor to connect machines and sensors of every brand and generation, handling data acquisition and protocol integration — turning data locked inside machines into a usable, trustworthy, real-time stream that forms a solid foundation for AI.

  • Machine connectivity
  • Edge gateways
  • Protocol conversion
  • Data cleansing & standardization
  • Real-time monitoring
See the architecture→
SVC—03CONSULTING
03

AI Consulting
& Program Support

From assessing where you are and identifying the scenarios most worth automating, to an actionable adoption roadmap — plus support planning and applying for relevant government programs — so your transformation has direction, resources and momentum.

  • AI readiness assessment
  • Transformation roadmap
  • Grant application support
  • Training
See the adoption process→
SVC—04SOFTWARE
04

Custom Software
Development

Off-the-shelf systems don't fit? We build web systems, dashboards and internal tools around your workflow and integrate them with your existing ERP and MES — software that fits your people, not the other way around.

  • Web systems
  • Dashboards
  • System integration
  • API development
Discuss your needs→
SVC—05Core service
05

Forward Deployed
Engineers (FDE)

An FDE is not an outsourcer who hands over a deliverable and leaves, but an engineer who works on-site, side by side with your team. From clarifying requirements and iterating on development to go-live and daily use, we stay with you to make sure the AI is actually used and keeps delivering value.

  • On-site discovery
  • Rapid on-site iteration
  • Go-live support
  • Building team capability
About the FDE model→

LET'S TALK

Tell us what's happening on your floor — we'll take it from there.

Whether you want to connect your machines, build your first custom AI agent, or have forward deployed engineers guide the whole rollout, book a free discovery session.