Microsoft track
AI claim adjudication for hospital billing
Seoul, KoreaEst. 20257 peopleSeed · Raising from Q4 2026
Flags health insurance claims likely to be rejected at the moment of prescription, at 92% accuracy. Validated at two of Korea's largest hospitals.
Korean hospitals lose about USD 430M a year to rejected insurance claims, and review teams see the rejection months after the prescription was written. Claim review nurses cannot check 9,085 reimbursement notices by hand at the point of care. Singapore and Taiwan run comparable single-payer schemes with the same lag.
AURORA
Sits on top of the hospital's existing EMR. No source code change, no vendor integration.
IDSS
Review workspace linking each case to the rule it was judged by. Live in 3 hospital PoCs.
NUNKI
Neuro-symbolic engine over 9,085 reimbursement notices. 92% accuracy, patent filed.
From the company
AI claim adjudication for hospital billing
Flags health insurance claims likely to be rejected at the moment of prescription, at 92% accuracy. Validated at two of Korea's largest hospitals. AURORA sits on top of the hospital's existing EMR with no source code change.
Pilot hospital
One tertiary or private hospital group in Singapore for a 3-month claim review pilot. We fund the rule mapping and the setup.
ÉTOILE · Singapore · Oct 2026
Implementation partner
Healthcare IT integrator with existing EMR accounts in Singapore or Malaysia, to run deployment and tier-1 support on a margin split.
ÉTOILE · Singapore · Oct 2026
Capital
Seed or Pre-Series A investor with a healthcare or B2B SaaS thesis in Asia. USD 300 to 700K ticket, round opens Q4 2026.
ÉTOILE · Singapore · Oct 2026
Pick the companies, we set up the meeting: a call before the week, or a meeting in Singapore.
Register to meet ÉTOILECloud-native SaaS on Microsoft Azure, with an Azure Private Link option for hospitals with data residency rules. PRISM sits over the existing EMR via Microsoft UIA and Azure AI Vision, so no source code change or vendor integration is needed. Built to Korea's PIPA and Medical Service Act; PDPA and HIPAA mapping underway. Interface in Korean; English localisation scoped for the first pilot abroad.
Coming to Singapore
D1 · Mon 26 Oct · 10:15-14:45
IMDA at PIXEL
D2 · Tue 27 Oct · 09:30-18:00
Microsoft programme, then SWITCH
D3 · Wed 28 Oct · 09:30-18:00
SWITCH group meetings
D4 · Thu 29 Oct · 13:00-18:00
Open House
PRISM
Zero-UI agent using Microsoft UIA and Azure AI Vision. No EMR source code change.
