Elly listens,
so programs
can learn
Elly is an ambient listener for clinics and classrooms. It records the room, transcribes the audio, then uses AI to extract the answers programs actually want — did the clinic open on time, were protocols followed, how many visits were seen, was the curriculum covered, how often did students ask questions. Insight for supervisors, coaching for staff, no added burden. Cheap to run, easy to deploy.
TrueCover finds the kids programs miss
A geospatial coverage estimator built with UNICEF and Bangladesh's MIS-DGHS. Combines high-resolution satellite imagery, an adaptive sampling algorithm, and offline mobile data collection to estimate immunization coverage at the household level — even in hard-to-reach areas where traditional surveys fall short. Outputs a predictive coverage map for every structure, with uncertainty scores so health teams know where to look next.
The Integrated Campaign Registry lets each campaign build on the last
The Integrated Campaign Registry (ICR) is an open data standard for health campaigns: a FHIR Implementation Guide plus an open-source reference system that connects to ODK, DHIS2 and CommCare. It keeps one shared record of places, households and teams, so each round of polio, measles or bed-net distribution starts from what the last round collected instead of a fresh pre-census. Aligned with WHO SMART Guidelines. Recode Labs leads the build, with UNICEF and the Gates Foundation.
Pixel shows where people live
Pixel is a population and geospatial data explorer built to answer the question every planner starts with: where do people actually live? The initial focus is making the WorldPop 2 project — a 100m² resolution population map covering 242 countries from 2025–2030 — usable in a browser. Extract populations from drawn or uploaded shapes, or by travel time. Built to be expanded with other datasets over time.