From AI Pilots to Profits: 2026 Roadmap for MVNOs

As MVNOs move into 2026, the challenge with AI is no longer experimentation—it is execution. The real opportunity lies in combining machine learning, which predicts outcomes such as churn, fraud, and pricing behavior, with Agentic AI, which can autonomously act on those predictions inside operational workflows. This article outlines a practical, phased roadmap for building the data foundations, skills, and governance needed to turn AI from isolated pilots into scalable profit engines, enabling MVNOs to convert intelligence into measurable business impact.

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