Moving artificial intelligence from isolated pilots to systems that serve entire populations requires far more than better models, it demands institutional reform, trusted digital infrastructure, interoperable standards and the deliberate spread of know-how across governments and sectors. This was the central message of the session “From Pilots to Population: Scaling AI for Inclusive Impact” at the India AI Impact Summit 2026.