fAIr is an open AI-assisted mapping service by HOT, supporting faster and more accurate humanitarian mapping using computer vision. This talk covers 2024–2025 progress, UI/UX improvements and the role of OSM in training and output. We’ll also discuss challenges, and future plans for contributing to OSM.