Knowledge for decisions.
Blog
Specialist articles on AI, automation and their use in business.

The ERP Margin Paradox: Why Hybrid Machinery and Service Orders Silently Erode the P&L
Why order margins become visible late despite ERP and service tracking, and which data points should be checked first.
3 min readTraining your teams on AI: where do you start?
Effective AI training starts with the team's real tasks and builds repeated practice, so the skill remains useful in everyday work.
5 min read
Further reading.
Estimate value
Adjust weekly hours, hourly value and the assumed automatable share to estimate the potential annual time saving and its value.
Control data
Establish data flows, access permissions and the operating environment before implementation.
Understand software.
Guidance on business software, AI and the economic value of each option.