The Feedback Nobody Got

29 teams built something real at the Caribbean AI Summit 2026. Four got ribbons, twenty-five got silence. Here is every project, scored on the official five-criterion rubric, with the notes we wish someone had sent us after our first loss.

Independent post-mortem by a fellow team, not the official judges
Meet the author · What is an abliterated model? · A note for the organizers
winner
Aura Curativa
Tells Puerto Rico patients if an out of network service is reimbursable and generates the claim packet.
winner
Atara
AI voice agent that answers clinic calls and drives the EHR live with computer use.
winner
Red de Cuidado PR
Care network for electricity dependent patients with explainable risk scoring.
winner
RosterPlanner
AI shift planning for nursing supervisors with legal and union rules.

Aura Curativawinner

39

Tells Puerto Rico patients if an out of network service is reimbursable and generates the claim packet.

plan benefits navigation · team of 2

Atarawinner

32

AI voice agent that answers clinic calls and drives the EHR live with computer use.

clinician tools · team of 1

Red de Cuidado PRwinner

32

Care network for electricity dependent patients with explainable risk scoring.

power outage · team of 1

RosterPlannerwinner

31

AI shift planning for nursing supervisors with legal and union rules.

workforce · team of 1

Qwida

42

Voice-first elder care for Puerto Rico; family confirms drafts and sends a weekly card back to Mama.

family caregiving · team of 3

VitalPower

41

Alerts families when the power goes out for someone who depends on electricity for medical equipment.

power outage · team of 2

Energia Vital

40

Connects people on electric medical equipment with caregivers and emergency responders during outages.

power outage · team of 1

Coge Mi Plan

40

Verified registry of which Puerto Rico specialists actually accept your health plan.

plan benefits navigation · team of 1

Lazo

39

Keeps the whole family up to date on a loved one's medications, appointments and reports.

family caregiving · team of 4

Latch

39

Takes the family from a medical order to an appointment by finding the missing plan authorization document.

plan benefits navigation · team of 1

Receta Fresca

39

Food prescriptions for diabetes: clinician sets a carb goal, AI plans Puerto Rican meals, local businesses fill them.

chronic disease · team of 3

TurnoListo

38

Voice request for a specialist; clinics post open slots; longest waiting patient gets an SMS offer.

appointments waitlist · team of 1

Puerto Rico Patient Portal (PRPP)

38

Patient and family facing access to health information exchange data, starting with the ER visit.

family caregiving · team of 2

Cita Ya

37

AI concierge that phones doctor offices on your behalf and books or improves appointments.

appointments waitlist · team of 1

Respira

36

Calls power dependent elders during outages, alerts families and tells the municipality who runs out of battery first.

power outage · team of 1

The Vitals Hub

36

Sends readings from paired FDA cleared home devices to the right patient's record, offline safe.

chronic disease · team of 1

Cuidao

36

Medication alarm for elders with camera confirmation and live dose alerts for family.

family caregiving · team of 1

Smart Queue

36

Fills cancelled appointments from a waitlist for Puerto Rico medical offices.

appointments waitlist · team of 3

Avisame Doc

35

WhatsApp or text alerts for patients on a virtual waitlist when a doctor opening appears.

appointments waitlist · team of 1

DischargeCopilot

34

Cited discharge summaries from clinical notes where clinicians resolve conflicts and approve.

clinician tools · team of 1

WEPA! PUNTO CARE

34

Recruits travel nurses to Puerto Rico hospitals with tourism perks and an AI readiness guide.

workforce · team of 1

ReadyVisit

33

Voice intake by AI before the appointment; doctor reviews an AI case draft.

clinician tools · team of 2

PulsoPR

32

Verified healthcare and community resource finder during hurricanes and outages.

community resources · team of 3

MONO

31

AI orchestration of hospital infrastructure maintenance.

other · team of 1

CitaLista

28

Spanish conversation to find a doctor, book the visit and request transport.

appointments waitlist · team of 1

Management Appointment

26

Staff tool that reassigns unconfirmed appointments to waitlist patients.

appointments waitlist · team of 1

Fanale

25

Ranks researchers who publish most on a rare condition.

other · team of 1

A Tiempo

21

AI platform for maternal fetal risk and rapid medical history for first responders.

other · team of 3

Liberty Care

21

Credit based virtual care for veterans, Medicare patients and providers.

other · team of 1

Join the AI mailing list

We are building the next thing (agentic, inside the fence, for Puerto Rico) and this list gets it first: what we learn, the full post-mortem of every event we enter, and first dibs when the buildathon team forms. Drop your WhatsApp if you want in on the group chat, we add everyone personally. Everything except name and email is optional, but the more you share, the better we match what we send you.