Every actionable result, carried all the way to care.
Lupora closes the screening-to-care loop. It gives every result one shared case, a named owner at every step, clear messages that patients understand, and closure that is only recorded when the care has actually happened.
- ✓Day 0Result issuedHPV positive · lab report received
- ✓Day 1Patient notified & understoodArabic · SMS + call · confirmed in own words
- ✓Day 3Referral acceptedWomen's Health Clinic · colposcopy
- Day 9 of 14Appointment bookedOwner: Care navigator · transport arranged
- PendingTreatment or surveillanceAwaiting specialist outcome
- PendingClosure documentedNeeds evidence or an authorised sign-off
Illustrative case · synthetic data
The problem
Screening finds it early. The hand-offs lose it.
An actionable result passes through labs, screening programs, primary care, specialists and hospitals. At each hand-off it can become unclear who owns the next step, whether the referral became an appointment, or whether the patient even understood the result.
The result is delayed diagnosis and treatment, anxious patients who don’t know what happens next, and no single view of who is still waiting for care.
The loop
Eight steps. One owner at a time. No silent drop-offs.
Lupora follows each result through every stage and holds someone accountable until it is closed with evidence.
- 1Issued
- 2Notified
- 3Acknowledged
- 4Confirmed
- 5Referred
- 6Booked
- 7Treated or monitored
- ✓Closed
How it works
Built around what patients and care teams need
End-to-end case visibility
Every actionable result is one shared case, from the lab report to documented closure. Labs, screening programs, GPs, specialists and hospitals all see the same timeline.
A clear owner at every step
Each step has a named owner and an agreed deadline. Cases that are overdue, rejected or unassigned go to the top of the right team’s worklist, never to the bottom of an inbox.
Reassurance for patients
Patients get plain-language messages in their own language, by SMS, WhatsApp, voice or app. They confirm what happens next in their own words, and anyone who is confused or worried is passed to a person.
Consultation across providers
Patients can reach a clinician quickly, and clinicians can consult each other. Referrals are tracked until they are accepted, so hand-offs between organisations don’t drop the patient.
Escalation governed by people
Clinically urgent and unusual cases go to qualified staff straight away. A case can only be closed when the evidence is attached or an authorised clinician signs it off.
Measured impact
Lupora tracks time to notification, confirmation, consultation and care, completion of referrals and appointments, reasons for delay, and how confident patients feel.
For patients
Always know what happens next
Illustrative conversation · every message reviewed under clinical governance
For care teams
See every open loop, and who owns it
Illustrative worklist · synthetic data
AI, safely
AI does the busywork. Clinicians make the decisions.
Lupora’s AI never diagnoses and never closes a case. It drafts, translates and prioritises. Qualified staff review its work and remain accountable.
Explains results clearly
Drafts a plain-language explanation and translation of each result. A clinician reviews it before it reaches the patient.
Spots barriers early
Picks out transport, cost, language or fear in patient replies, so a navigator can help before the patient drops out.
Prioritises the worklist
Ranks overdue cases by clinical urgency and how long they have waited, so the riskiest gaps are handled first.
Prepares the hand-off
Assembles referral letters and consultation summaries from the case history, ready for a clinician to edit and send.
Impact
What we measure
Every pilot starts from an agreed baseline, and progress is reported against it.
Start small
One clinic. One pathway. Thirty days.
Map the pathway
Choose one screening pathway with one clinic, and agree the owners, deadlines and baseline measures.
Prototype on synthetic data
Set up the case register, timeline, worklist and patient messages using synthetic, de-identified data.
Test with real users
Coordinators, nurses and clinicians work through realistic cases and tell us where the loop still breaks.
Supervised pilot
Run a governed pilot with clinical oversight and compare it against the baseline.
Future Health Digital Innovation Challenge
Our response to “Closing the Screening-to-Care Loop”
Lupora is our entry in the Future Health Digital Innovation Challenge, part of Future Health, a global initiative by Abu Dhabi. It answers the Population Health challenge, which asks how every actionable screening result can lead to timely communication, consultation, confirmation, referral and documented closure.
About the challenge ↗- 20 Nov 2026Prototype submission
- 20 – 30 Nov 2026Expert panel evaluation
- 7 – 11 Dec 2026Top three teams present at GITEX
Let’s close the loop together.
We’re looking for screening programs, clinics and health systems to co-design and pilot Lupora on a single pathway.
Become a pilot partner