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Analytical Prototype

Quick answer

An analytical prototype is a test artifact built to evaluate key assumptions in an innovation concept before full-scale development.

An analytical prototype is a test artifact built to evaluate key assumptions in an innovation concept before full-scale development. In practice, it reduces uncertainty by making ideas tangible, testable, and iteratively improvable.

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Mikkel @mkl_vang

Covers operational innovation, AI implementation patterns, and how teams ship useful change without theater.

Mikkel writes from an operator perspective. He is interested in what happens after the strategy deck: staffing constraints, decision latency, governance friction, and the daily tradeoffs that determine whether innovation initiatives survive contact with reality. His reference base includes the OECD Oslo Manual, the NIST AI Risk Management Framework, and Google Re:Work.

His pieces often combine process design with clear implementation checklists, especially around AI adoption and cross-functional delivery. He likes explaining how high-level frameworks can be adapted to smaller teams with fewer resources by drawing on practical standards like the OECD Oslo Manual, the NIST AI Risk Management Framework, and team practices from Google Re:Work.

When reviewing content, Mikkel prioritizes precision over hype. If a recommendation cannot be tested in a sprint or measured over a quarter, it usually does not make the final draft.