Lumenary automates value-based quality reporting for healthcare providers using AI, unlocking tens of millions of dollars in reimbursements and incentives. With just a few clicks, we unify EHR & claims data, calculate risk-adjusted quality measures, and submit hundreds of different reports to payers, registries, and regulators.
AI-powered quality reporting for healthcare.
Title: Lumenary: AI-powered quality reporting for healthcare. | Y Combinator

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### AI-powered quality reporting for healthcare.

Lumenary automates value-based quality reporting for healthcare providers using AI, unlocking tens of millions of dollars in reimbursements and incentives. With just a few clicks, we unify EHR & claims data, calculate risk-adjusted quality measures, and submit hundreds of different reports to payers, registries, and regulators.



Lumenary

Founded:2024

Team Size:4

Location:San Francisco

### Active Founders

### Vivek Hazari, Founder, CEO

Vivek is the CEO and co-founder of Lumenary. Prior to starting Lumenary, Vivek spent 2 years at Palantir Technologies, where he worked across the commercial business, and later help found and lead a team to aid the development of AIP. He studied Computer Science and Philosophy at Dartmouth College, where he did research on applications of language models.



### Daniel DiPietro, Founder

Dan is the co-founder and COO of Lumenary. Previously, Dan worked at Jane Street, where he built capital allocation optimizations used in production to invest billions of dollars of assets, as well as an options tool used to execute \>$100m of trades annually. He has published multiple first-author publications in high-impact venues like NeurIPS and CoRL. Dan moonlights as a botanist and published a best-selling botanical textbook on carnivorous plants while studying at Dartmouth College.



### Ziray Hao, Founder / CPO

Ziray is a cofounder at Lumenary. Prior, he designed AI product for Palantir Technologies.



### John McCambridge, Founder

John is the co-founder and CTO of Lumenary. As a former high-frequency trading engineer at IMC, John specializes in low-latency, high-throughput trading algorithms and data services. Born in New Zealand and raised in Scotland, he enjoys flying small aircraft (occasionally jumping out of them), building small-scale rockets, exploring vulnerable endpoints and playing poker.



### Company Launches

[### Lumenary: Automated quality reporting for healthcare](

tl;dr
-----

Each year, hospitals submit hundreds of quality measures to payers, regulators, and registries, which costs each hospital at least 65,000 labor hours annually. [Lumenary]( uses AI to automate this process, **reducing administrative burden** and **unlocking tens of millions in additional revenue** from value-based contracts.

Why this, and why us?
---------------------

Hi everyone! We’re [Dan]( [Vivek]( [John]( and [Ziray]( the team behind [Lumenary]( We met each other during our first few weeks at Dartmouth and have been best friends ever since.

Our team brings together engineering from Palantir, Jane Street, IMC Trading, and Flatiron Health. We’ve built enterprise-grade AI products, a capital allocation system that controls billions, and a data engine that processes petabytes–we _all_ build and deploy software _quickly_ in contexts _where it cannot fail_.

Our journey began with a simple desire to provide feedback after a hospital visit and not knowing how to. We began reading about patient experience but soon learned that it’s just one component of a broad, complicated system of healthcare quality management. After speaking with dozens of clinicians and administrators, we began to unravel the complicated web of quality measurement, reporting, and improvement. We learned exactly where and how these measures impact a hospital’s bottom line, but just how time-consuming the process is now.



The Problem
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“Value-based care” is one of the most important concepts in healthcare today. _Value_ means getting as much _quality_ per dollar as possible, but quality is hard to define and harder to measure.

Quality reporting is a massive time and money sink. Health systems employ large teams to manage the process, **costing $4-12 million per hospital annually just in direct labor costs,** not even counting the documentation burden placed upon clinicians themselves.  
There is enormous complexity in the process: hundreds of quality measures, dozens of submission forms per payer, and overlapping standards and requirements from registries and regulators.

**Errors, delays, and suboptimal reporting can cost tens of millions of dollars in fines and missed reimbursements.**

Once you know where you stand, improving your scores is equally cumbersome, requiring dozens of data analysts searching for patterns manually.

What we do
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Lumenary’s Integrated Quality Platform puts a system that requires at least 65,000 hours of labor annually on autopilot.

1.  We unify disparate health data (EHR, insurance claims, patient surveys).
2.  We do automatic data abstraction over our unified layer to calculate each quality measure according to specific reporting needs and methodology.
3.  We deliver and analyze quality data in real-time, enabling health systems to plan improvements and provide point-of-care reminders within the EHR, enhancing adherence to quality measures.
4.  We handle submissions to payers, registries, and regulators in all required formats.



Our Ask
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We’re looking to connect with healthcare professionals who could benefit from our product, especially:

*   Healthcare leadership (CEO/CMO/Chief Quality Officers)
*   Leadership of small clinics, especially ACOs
*   Clinicians or unit leaders who are upset with administrative burden
*   Healthcare data analysts
