Enterprise AI Consulting and Implementation in Munich
VectorMATRIX designs and implements custom AI systems for companies in Munich, Bavaria and worldwide — from first architecture to production operation on your own infrastructure. Not strategy slideware: running systems.
Custom AI Systems for Companies in Bavaria
Bavarian mid-sized businesses don't need another pilot that never ships. They need AI that runs inside their own perimeter, understands their data and measurably takes work off their desks.
- ✓AI Readiness Assessment — use-case analysis, data and infrastructure audit, defensible ROI quantification before a single euro goes into hardware
- ✓Private AI Deployment — full implementation on your servers: models, vector databases, workflows, operations
- ✓Operations Retainer — operation, monitoring and continuous development of your AI systems after go-live
AI Integration Into Existing ERP and IT Infrastructure
AI that isn't integrated into your systems stays a chatbot on the sidelines. We connect models directly to SAP, ERP, MES and document systems — via APIs, databases and workflow automation.
Private LLMs and Sovereign AI Infrastructure
Private AI infrastructure for Germany and beyond: LLMs on your own hardware or in your private cloud — GDPR-compliant by design — sensitive raw data stays under your control, external AI services only optional and policy-governed.
- ✓Model serving — Ollama and vLLM on your GPU servers, from 8B assistant models to large reasoning models
- ✓Retrieval & knowledge — Qdrant and pgvector for semantic search across contracts, manuals and project archives
- ✓Deployment — Docker, Nginx, documented update and backup paths; three modes: fully local, private cloud, governed hybrid
Multi-Agent Systems and Intelligent Process Automation
A model answers questions. Agents do work: they read inboxes, verify documents, write reports and trigger follow-up processes — with defined approvals and a complete audit trail.
- ✓Workflow orchestration — n8n-based agents that actually operate your systems through APIs
- ✓Governance — human-in-the-loop approvals, logging of every action, clear escalation paths
- ✓Examples — proposal review, compliance documentation, shift and maintenance planning, knowledge assistants for the shop floor
Industrial AI for Manufacturing and Machinery
Twelve years of industrial consulting — from the CNC shop floor to open-pit mines — shape every system we build. AI that speaks the language of your processes, not just prompts.
- ✓Manufacturing & CNC — knowledge assistants for machine manuals, tooling and quality data (manufacturing deep-dive →)
- ✓Mining & energy — air-gapped deployments for geodata, fleet telemetry and compliance (mining → · oil & gas →)
- ✓Digital twins — with Twinforge, BIM, SAP and RFID data merge into one 4D/5D project model
From Architecture to Production Operations
Three engagement models, one standard: what we build, we also run — documented, handed over, or maintained under a retainer.
1 · Assessment
2–3 weeks: use cases, data landscape, infrastructure, ROI. You receive a defensible blueprint — whether or not we implement it.
2 · Deployment
Fixed scope, fixed price: installation, integration and commissioning of your private AI infrastructure on your systems.
3 · Operations
Retainer for monitoring, model updates and continuous development — so the system grows with your business.
Munich, Bavaria — and Worldwide, Remotely
VectorMATRIX serves companies in Munich and across Bavaria as a service region — remote-first, with on-site appointments by arrangement. International projects are delivered fully remotely, in English or German.
AI project in Munich or Bavaria?
Book a 30-minute discovery call. We'll tell you honestly whether private AI pays off for your case — and if it doesn't, we'll say that too.