Where Healthcare Operations Meet AI Engineering
We help healthcare clinics eliminate repetitive tasks, reduce billing inefficiencies, improve staff workflows, and create AI-powered systems that actually get used by your team.
Founded by an AI engineer and a healthcare clinic owner, we bridge the gap between technical automation and real-world clinical operations.
Health AI Operator
Designed for real clinic operations: approvals, exceptions, and auditability.
HIPAA-aware by design
Minimum necessary data, clear boundaries, and safe handling patterns.
Works with your stack
Integrates with your EHR/PM/clearinghouse via APIs or safe automation.
Human in the loop
Escalations, approvals, and guardrails so staff stays in control.
Medical / clinical systems
Tech / automation tools
We integrate via APIs when available, and use compliant automation for portals and legacy systems when needed.
The problem
Healthcare clinics are filled with repetitive, time-consuming processes that slow teams down and create opportunities for mistakes. The problem is not just technology. The problem is translation.
Most AI engineers do not fully understand:
And most clinic owners do not have the time to:
That gap is where projects fail.
Why our company is different
Rui Feng Lin (Roy)
Co-Founder & AI Engineer
Master’s in Computer Science with a concentration in Artificial Intelligence from the University of Pennsylvania. Roy previously worked across Silicon Valley teams and hedge funds, building production systems where speed, accuracy, and reliability matter.
Specializes in
Dr. Anna Di
Co-Founder & Healthcare Operations Strategist
Owner and Chiropractor at Unity Chiropractic Wellness, a multidisciplinary healthcare clinic in New York City with multiple specialty providers, in-house billing operations, administrative teams, and real-world healthcare workflow management. Dr. Anna Di helps bridge the communication gap between healthcare teams and AI engineers so solutions are practical, usable, and operationally effective.
What we actually do
Our goal is not to replace your team. Our goal is to remove friction.
We study your existing workflows and identify:
Then we build automations that:
Even small operational improvements compound quickly. If every employee works at least 50% faster and 50% more accurately, the impact across an entire organization becomes massive.
Example
Traditional healthcare billing workflows often require staff to manually sign into portals, search patients one by one, enter demographics repeatedly, open claims individually, interpret large amounts of fragmented information, and manually assign follow-up tasks.
AI changes this completely.
Instead of reviewing one claim at a time, we can create systems that:
The result is faster claim resolution, cleaner workflows, and fewer missed opportunities.
Staff workflows
Healthcare workflows often involve multiple people interacting with the same patient: providers, assistants, front desk staff, billers, and administrative teams. When processes depend entirely on human memory and manual follow-up, delays and mistakes happen.
We build systems that:
This helps clinics operate with more consistency, less stress, and significantly improved efficiency.
Positioning
Many automation companies generate dashboards and reports. We focus on operational execution.
Our systems are designed to:
The goal is not more information. The goal is measurable operational improvement.
Closing
Whether your clinic needs help with billing workflows, staff coordination, repetitive administrative tasks, patient communication, reporting systems, or operational automation — we design practical systems that save time, reduce errors, and improve team performance.
Typical starting points:
• Billing backlogs and denial root causes
• Portal work and repetitive data entry
• Staff handoffs, routing, and follow-ups
• Operational reporting that triggers next steps
Replace “endless clicking” with reliable execution.
