Strategy notes | Dr Clemens Chaskel
Keeping technology
choices connected
Product and technology roadmapping in the age of AI.
When new evidence arrives, can your team explain which product and technology decisions should change? This guide helps engineering, R&D and strategy teams work through that question.
- Connect stakeholder needs to product functions and technology options.
- Review AI-prepared material against its original evidence.
- Make dependencies, ownership and review triggers visible.
12 pages. Nine references. Public RNLI and ABB cases. A meeting worksheet.
For manufacturing, physical products and infrastructure.

Research, practice and useful questions
The guide draws on research by Robert Phaal and colleagues at IfM, including T-Plan and R2, with direct links to the original sources. It distinguishes academic research, case reports and practitioner recommendations.
Clemens is an engineer, roadmapping practitioner and Industrial Associate affiliated with IfM Engage. The guide brings his practice perspective to a worked industrial example and the challenge of reviewing AI-generated information.
Use it with your existing planning process and tools.
About the author and his workDownload the guide
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