Blog
Insights on custom AI agents and enterprise automation.
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 
Your AI Is Only as Good as Your Data: Why Data Quality Is the #1 Reason AI Projects Fail
Data quality causes 85% of AI project failures. This guide covers the 6 data quality dimensions, a 90-day remediation plan, department-by-department analysis, and how to assess your data readiness before deploying AI.
Henri Jung · 35 min read 
Solving the Skilled Labour Shortage with AI: How Germany's Mittelstand Uses AI Agents to Compensate for Unfilled Positions
109,000 IT positions unfilled, a workforce shrinking by 3.9 million by 2030. This guide shows how AI agents help mid-sized companies compensate for roles they cannot fill - with concrete ROI data, 7 use cases, and a 90-day deployment path.
Henri Jung · 38 min read 
EU AI Act 2026: What the Mittelstand Must Know Before August - and How AI Agents Stay Compliant
Practical guide to EU AI Act compliance for German SMEs. Covers deadlines, risk categories, Article 4 literacy, the Digital Omnibus shift, and how to deploy AI agents that are compliant by design.
Henri Jung · 35 min read 
RPA vs AI Agents: What German SMEs Get Wrong About Automation
Most RPA projects fail or plateau before delivering real value. This guide explains the 5 architectural limits of RPA, a clear 3-year cost comparison, and how to decide when AI agents are the right move.
Henri Jung · 35 min read 
Why 95% of AI Projects in the Mittelstand Fail - and What the Other 5% Do Differently
Data-backed analysis of why AI projects fail in German SMEs. Covers 7 root causes, what the successful 5% do differently, and a 90-day framework to go from pilot to production.
Henri Jung · 38 min read 
AI Agents for the Mittelstand: How Germany's Hidden Champions Deploy AI Without Losing What Makes Them Great
A practical guide for German SMEs on deploying AI agents. Covers five use cases with real ROI numbers, a 90-day playbook, EU AI Act compliance, and how to get your team on board.
Henri Jung · 42 min read