AIAndreas IndorfTransformation

Insights

Guides from practice.

What I learned building seven AI products: AI agents with approval gates, the AI Department, voice agents and knowledge AI with RAG. More than 60 further articles are available in German.

AI Agents in Business: What They Can Do and How to Start Safely

AI agents & automation

AI Agents in Business: What They Can Do and How to Start Safely

AI agents complete multi-step tasks on their own and use tools to do it. This guide shows where they pay off, how much autonomy makes sense and how to start safely with human approvals.

11 min read 11/7/2026
The AI Department: Staffing Roles in Your Org Chart with AI

AI strategy & organisation

The AI Department: Staffing Roles in Your Org Chart with AI

An AI department staffs individual roles in the org chart with AI specialists that your team steers and approves. This guide explains how the operating model is structured, controlled and introduced.

11 min read 11/7/2026
What does an AI phone agent cost? Cost blocks, calculation, comparison

Voice AI & sales

What does an AI phone agent cost? Cost blocks, calculation, comparison

AI phone agents are billed per call minute, but the per-minute price is only part of the bill. This article breaks the costs into six blocks, works through an example with stated assumptions and shows how to compare fairly with staff costs.

10 min read 11/7/2026
Knowledge AI with RAG: making company knowledge usable under the GDPR

Knowledge AI & data protection

Knowledge AI with RAG: making company knowledge usable under the GDPR

Retrieval-augmented generation connects language models to your company knowledge. This guide explains the technology, data protection, selection criteria and a safe way to get started.

10 min read 11/7/2026
Human in the Loop: Designing Approval Gates for AI Agents

AI agents & automation

Human in the Loop: Designing Approval Gates for AI Agents

Approval gates decide whether AI agents work safely or are only seemingly under control. This article shows where human approvals are needed, how to design them and how to avoid automation bias.

10 min read 11/7/2026
Measuring RAG quality: how to check that your knowledge AI answers correctly

Knowledge AI & data protection

Measuring RAG quality: how to check that your knowledge AI answers correctly

A knowledge AI that writes fluently is far from one that answers correctly. This article shows which metrics measure search and answer separately, how to build a test set and how to maintain quality in production.

10 min read 11/7/2026
Voice Agents for Business: What They Can Do, What They Can't and How to Start

Voice AI & sales

Voice Agents for Business: What They Can Do, What They Can't and How to Start

Voice agents are becoming standard in business communication. This guide explains what AI voice agents can really do, where their limits are and how companies can get started.

7 min read 11/7/2026

Reading German? All articles in the German blog – organised by topic.

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