Applied AI for industrial practice.
Follow on LinkedInWhy Your Corporate Chatbot Doesn't Work — And What Does
I built the same chatbot three times: keyword search, hybrid RAG, and a full agentic loop. The difference in quality was staggering. Here's what I learned.
The Hidden Cost of Email-Based Order Processing
A mid-sized manufacturer receives 200+ order-related emails per day. I prototyped an automated classification and extraction pipeline. The results surprised even me.
The Knowledge Cliff: What Happens When Your Best People Retire
In manufacturing, critical process knowledge lives in people's heads. I explored how AI can capture and preserve operational expertise before it walks out the door.
What is ainsichten?
A lab for applied AI in industry. Prototypes, experiments, and insights — close to real problems, not hype. The name is a play on the German words for insights (Einsichten) and perspectives (Ansichten), with AI at its core.
By Roger Kilian-Kehr — nearly 30 years in software, data, and AI in industrial settings.