Blog
Insights on custom AI agents and enterprise automation.
Which LLM Should the Mittelstand Choose? GPT, Claude, Gemini and Mistral Compared
Honest LLM selection guide for German SMEs. Real April 2026 prices and benchmarks for GPT-5.4, Claude Opus 4.6, Gemini 3.1 Pro, Mistral Large 3, plus the 6-factor framework, use-case map, and the multi-model architecture that survives the next price drop.
Henri Jung · 38 min read 
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