A 501(c)(3) non-profit that traced every systemic failure in healthcare back to the clinical encounter note, then built the technology to fix it.
The United States spends $5.3 trillion on healthcare annually. More than any nation on Earth. By virtually every measurable outcome, it ranks last among high-income nations. Life expectancy falls every year. Maternal mortality is the highest in the developed world. 27 million remain uninsured.
Politicians have debated drug pricing, insurance profits, and hospital monopolies for decades. Each captures a piece of the truth. None captures the root cause. Every systemic failure traces back to a single document: the clinical encounter note.
The encounter note determines every dollar a physician earns. That single dependency creates a cascading chain: documentation burden, physician burnout, defensive medicine, declining reimbursement, access disparities, practice collapse. A system that costs $5.3 trillion while delivering last-place outcomes.
Everyone else is treating symptoms. We treat the disease. We built the technology to fix the encounter note. No Congressional approval required. No regulatory reform. No EHR vendor cooperation. You cannot lobby to prevent a physician from using a free tool that recovers their revenue and gives them back 1,500 hours per year.
Most healthcare companies build technology around one or two specialties. Their clinical team practices cardiology, so they build cardiology tools. Their advisors are radiologists, so they train on radiology data. The technology only knows what its builders know.
AHI started from a different position entirely. Infectious disease is the only specialty that consults across every department, every body system, every encounter type. An ID physician sees surgical patients, ICU patients, pediatric patients, oncology patients, transplant patients, outpatient and inpatient. Head to toe. Inside and out. Not one specialty. All of them.
What made AHI possible was having one of the foremost infectious disease specialists in the country as a founding member, working alongside a team with decades of experience in software engineering, security architecture, and large-scale healthcare system design. The clinical expertise defined what to build. The engineering and security expertise defined how to build it so it works at scale, stays protected, and meets the standards that providers and health systems demand before they trust a platform with patient data.
This is not a product that was prototyped over a weekend or assembled from open-source models and a marketing page. AHI was built over years of direct collaboration between a practicing physician generating real clinical encounters and an engineering team that understood what it takes to turn unstructured clinical data into structured, validated healthcare intelligence that no one else has.
No other company started from this position. No competitor can replicate it without the same structural access, the same clinical depth, and the same years of engineering investment.
Every healthcare AI company sees the symptoms: burnout, bad software, interoperability failures. We traced the root cause. It took years of working inside the EHR every day, processing every encounter type, handling every billing workflow, to see what everyone else missed. The encounter note is not just documentation. It is the single dependency that determines every dollar, every outcome, and every failure in the system. Engineering started in 2014. The transformer architecture, the collapse of GPU training costs, and years of clinical iteration finally made it possible to extract structured intelligence from unstructured clinical text. We did not see ChatGPT and decide to build a healthcare app. We waited a decade for the technology to catch up to the problem we already understood.
Real encounter notes processed
Every product AHI builds was trained and validated on real encounter notes from real physicians documenting real patients. Tens of thousands of notes across every billable encounter type. Office visits. Hospital encounters. Consultations. Surgical notes. Critical care. Prolonged services. Clinical trials. MDMai processes every known billable encounter type across every medical specialty because the training data came from a specialty that touches every department. That is why it is universal. Not because it was designed to be. Because the data source was inherently universal.
To replicate what AHI has built, a competitor would need to hire practicing physicians across every medical specialty. Collect tens of thousands of encounter notes from each. Build a product team that can read clinical documentation and determine whether the AI output is correct. Then spend years iterating on the results in a live clinical environment. No one is doing this. As far as we know, no one has started. The companies building healthcare AI today are building scribes, transcription tools, and search engines. They are generating encounter notes. We are reading them. We are the only company treating the encounter note as the source of truth and building an entire intelligence platform on top of it.
AHI does not serve one specialty or one practice size. MDMai processes every known billable encounter type for every known medical facility: office visits, hospital encounters, ED visits, telehealth, consultations, surgical encounters, procedures, critical care, observation, SNF, home health, preventive, and non-billable encounters. Additional agents handle modifier assignment, clinical trials, and bundled services. The goal is total coverage: every note, every facility, every specialty. All flowing into the Healthcare Intelligence that powers everything AHI builds.
AHI is a federally recognized 501(c)(3) non-profit. No shareholders. No exit strategy. The organization cannot be acquired, shut down, or redirected away from its mission. The non-profit governs all activities. The capped-profit subsidiary, HALai Inc., is legally bound to pursue the non-profit's mission. Every investor and employee is contractually obligated to prioritize the mission above profit. The company may reinvest all cash flow into research and development without any obligation to distribute returns. This is not altruism. This is alignment. The structure ensures that what is good for healthcare is what is good for AHI.
AHI is governed by its 501(c)(3) board. HALai, Inc. operates as a capped-profit subsidiary under the non-profit's authority.
John Leoniak, CEO.
Dr. Jennifer Leoniak, Board-Certified Infectious Disease.
Dr. Zishan Merza, CSO.
John Leoniak, CEO Dr. Zishan Merza, CSO Usama Nazir, CTO
