Blog
Insights on custom AI agents and enterprise automation.
AI Agents vs Microsoft Copilot: When Custom Is Worth the Premium for the Mittelstand
Honest comparison of Microsoft 365 Copilot vs custom AI agents for German SMEs. Real adoption stats (only 35.8% of Copilot seats are actively used), 3-year cost model for a 200-seat company, 5 decision factors, and the hybrid strategy that actually works.
Henri Jung · 36 min read 
Human-in-the-Loop: Building Trust in AI Agents
Trust in AI agents is an engineering problem, not a PR problem. A practical HITL governance guide for the Mittelstand covering the 5 autonomy levels, the risk x reversibility matrix, escalation patterns, EU AI Act Article 14, and a 90-day implementation path that actually holds up in production.
Henri Jung · 38 min read 
Shadow AI in the Mittelstand: The Governance Playbook
40% of German companies know their staff use private ChatGPT accounts at work, and IBM reports shadow AI adds USD 670,000 per breach. This guide covers the 5-layer governance model, EU AI Act Article 4 training duties, works council alignment, tool selection, and a 90-day rollout plan for the Mittelstand.
Henri Jung · 36 min read 
Sovereign AI for the Mittelstand: Why EU Data Residency Becomes a Competitive Advantage in 2026
Practical guide to sovereign AI for German SMEs. Covers the 3 levels of sovereignty, CLOUD Act risk, European sovereign stack (AWS, SAP, Aleph Alpha, Mistral), cost math, and 18-month migration path.
Henri Jung · 32 min read 
Predictive Maintenance for Hidden Champions: From Sensor Data to an Autonomous Maintenance Agent
Technical guide to predictive maintenance for German manufacturers. Covers the sensor-to-agent pipeline, 6 failure modes, OPC-UA/MQTT architecture, ROI math, and 12-week implementation path.
Henri Jung · 34 min read 
AI Adoption in the Mittelstand: How German SMEs Go From First Pilot to Company-Wide Impact
Practical AI adoption roadmap for German SMEs. 5-phase framework from readiness assessment through pilot to production, team setup guide, KPIs, and build vs buy vs partner decision framework.
Henri Jung · 36 min read 
What AI Agents Actually Cost the German Mittelstand: The Budget Guide for CFOs
Honest cost breakdown for AI agents in German SMEs. Covers implementation costs from EUR 15K to 200K, hidden expenses that add 70-80% to your budget, ROI by use case, and a practical budget framework for CFOs.
Henri Jung · 38 min read 
AI Agents in Manufacturing: How German Manufacturers Cut Downtime, Defects, and Costs
Practical guide to deploying AI agents in manufacturing. Covers predictive maintenance, quality control, production planning, supply chain, and a 12-week implementation roadmap with concrete ROI data.
Henri Jung · 38 min read 
Fix Your Processes Before You Add AI: Why AI Cannot Save a Broken Workflow
82% of German SMEs run mostly manual processes. AI added on top of broken workflows fails every time. Here is the 6-step process-first framework that actually delivers ROI.
Henri Jung · 36 min read