FIG. 01 · ELLY · AMBIENT INSIGHT

Elly

PROJECT · 01 · LIVE
PROJECT · 01 / ELLYAMBIENT · CLINICS & CLASSROOMS

Elly listens,
so programs
can learn.

AMBIENT · TRANSCRIPTION · INSIGHT

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.

Settings
Clinics & classrooms
New forms
Zero
Cost per session
Low
FIG. 01 · ELLY / LISTEN · TRANSCRIBE · EXTRACTAMBIENT · 2026
Elly pipeline: ambient device listens, audio is transcribed, text is organized, AI extracts structured insights, and a dashboard shows actionable metrics
FIG. 02 · TRUECOVER · IMMUNIZATION COVERAGE

TrueCover

PROJECT · 02 · PILOT
FIG. 02 · TRUECOVER / STRUCTURES → SAMPLE → COVERAGEBANGLADESH · 2026
PREDICTED IMMUNIZATION COVERAGE · BY STRUCTURE COVERAGE GAP 38% predicted HIGH MID LOW · GAP VISITED
PROJECT · 02 / TRUECOVERGEOSPATIAL · IMMUNIZATION

TrueCover finds the kids programs miss.

SATELLITE · ADAPTIVE SAMPLING · FHIR

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.

Partner
UNICEF
Country
Bangladesh
Method
Geospatial
FIG. 03 · CINDER · FHIR BROWSER

Cinder

PROJECT · 03 · OPEN SOURCE
PROJECT · 03 / CINDERFHIR · OPEN SOURCE

The missing FHIR browser.

BROWSE · EDIT · AUTHOR · DEDUPE

Browse health data in an accessible way. View, edit, and add resources; create, author, and fill in questionnaires; dedupe records; and run the admin tasks the spec doesn't make easy. Connects to Google Healthcare API and any FHIR server. The FHIR browser you didn't realize you needed — open source.

Connector
GHC API
License
Open source
Status
Live
FIG. 03 · CINDER / RESOURCE GRAPHPLACEHOLDER · DIAG.
PATIENT · ENCOUNTER · OBSERVATION Patient id · 4A7 Encounter id · 91C Condition J18.9 Obs · T Obs · HR Obs · SpO₂ FOCUS REFERENCED
FIG. 04 · PIXEL · POPULATION EXPLORER

Pixel

PROJECT · 04 · LIVE · geopixel.io
FIG. 04 · PIXEL / POPULATION + TRAVEL TIMEgeopixel.io · 2026
Pixel UI showing a WorldPop population layer with travel-time isochrones around Meru, Kenya
PROJECT · 04 / PIXELPOPULATION · GEOSPATIAL

Pixel shows where people live.

POPULATION · WORLDPOP · TRAVEL TIME

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.

Dataset
WorldPop 2
Countries
242
Years
2025—2030

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© 2026 · RECODE LABS BURLINGTON · VT