AI Leverage
AI models are extraordinary raw power. On their own, though, they are a demo. The impact lives in the last mile — wiring them safely and cheaply into the real work of an organisation. That last mile is my craft.
What models can do for an NGO
Language & translation
Meet every beneficiary in their own language — materials, forms and replies translated and localised in real time, not weeks later.
Grant & report drafting
Turn your own data and notes into strong first drafts of proposals and funder reports, so writing stops being the bottleneck to funding.
Knowledge assistants
A private assistant that has read your policies, history and field guides — answering staff and volunteers accurately, with sources.
Sense-making from data
Read thousands of survey responses or case notes and surface the themes that matter — the way I calibrated an ML model from user feedback to lift accuracy 10%.
Frontline support
Guided, caring first-response chat that handles the common questions with warmth — and knows exactly when to hand a person to a human.
Give a mission-driven team the leverage of modern AI, built by someone who cares about the cost, the safety, and the people — and a small NGO starts to move like a large one.