Insights
Straight talk on AI in business.
What we learn in projects, seminars and research, with sources and without hype. For people who own decisions.

AI maturity6 min
Licences are not maturity: how to tell whether AI has really arrived in your company
Copilot for everyone, three pilots, a policy, and still little changes day to day. Why real AI maturity must be measured in normal operations, and what the stages look like.
Stefan Hofmayr & Alexander Krauck

Decision quality6 min
The hidden third option: what integrated data can change about management decisions
Discount or refuse? Many decisions see only two paths. Why connected company data can widen the decision space, and why the AI still must not decide.
Stefan Hofmayr & Alexander Krauck
- AI & data protection
- What companies may do with which data in which tools: evidence-based, practical, no scaremongering.
- AI maturity in operation
- How to recognise real AI maturity: not by licences and pilots, but by what changes day to day.
- Decision quality
- How integrated data changes management decisions, and where the limits are.
- Operational excellence × AI
- Lean, process analysis and organisational efficiency rethought when machines join the team.
Next step
30 minutes. One concrete bottleneck. An honest assessment.
In a discovery call we work out whether AI is the right lever for your topic now, later or not at all. Free of charge, no slide show, with both of us at the table.
