AI, eSIM, cloud platforms, APIs, and configurable MVNE solutions are making it easier for lean teams to build sophisticated MVNOs. But speed introduces new risks. This article explores how AI can support MVNE selection while preventing assumptions, preferences, and early ideas from quietly becoming platform requirements or business decisions.