What comes

after the LLM.

Every LLM has a training cutoff date. We’re building Clinical Healthcare Intelligence, a model that learns continuously from real encounters, with no cutoff, no ceiling, no substitute.

Every provider documents what they observe, what they suspect, what they attempt, and what works.

That is the encounter note. Tens of billions created every year. Scattered across thousands of EHR systems. No one has ever aggregated them.

The encounter note is the most valuable asset in healthcare. There is no single source of it anywhere on Earth.

We solved it. MDMai is how.

The Cascade

One document. Eleven failures. $5.3 trillion.

Documentation determines payment.

Physicians are not paid for what they do. They are paid for what they document. The encounter note is the sole determinant of reimbursement.

$5.3T
Annual U.S. healthcare spend with last-place outcomes
1,500 hrs
Annual physician time consumed by documentation
<1%
Of denied claims appealed. 44-80% overturned when they are.

Sources: JAMA, AMA, CMS, Commonwealth Fund, KFF, MACPAC. Full citations in AHI White Paper Part 1.

Why Nothing Else Works

The $744 million wall.

The healthcare industry spent $743.9 million lobbying in 2024 alone, more than any other sector. Over the past two decades, the health sector has spent over $10 billion preventing reform. Every fix has been killed: Truman’s universal insurance in 1948, Clinton’s Health Security Act in 1993, the ACA’s public option in 2009, Medicare for All in 2019. The ACA proved raising Medicaid rates improved access. Then 34 states let the rates expire. The pattern has repeated for 80 years.

Current technology makes it worse. The $35 billion HITECH investment built proprietary EHR silos. AI ambient scribes hallucinate clinical content at rates up to 31% per note, save only 34 to 41 seconds per encounter in randomized trials, and increased note length by 20.6%. Penn Medicine’s Net Promoter Score for AI scribes was exactly zero.

The only viable path is technology that operates directly at the encounter note, within the existing system, without requiring permission from any of the entities profiting from the status quo. It cannot be filibustered. It cannot be lobbied against. It cannot be blocked by EHR vendors. That is what AHI built.

$744M
Healthcare lobbying in 2024 alone
31%
Of AI scribe notes contain hallucinations
34 states
Let the ACA Medicaid rate fix expire

Sources: OpenSecrets (2025), Palm et al. Frontiers in AI (2025), Lukac et al. NEJM AI (2025), PHTI (2025). Full citations in AHI White Paper Part 2.

ACI: Autonomous Clinical Infrastructure

Unlimited throughput, no training cutoff dates, healthcare-grade compliance by default. The tangible platform that HAL CHI runs on.

HAL CHI: Clinical Healthcare Intelligence

Trained on real-world clinical encounters. 100 providers see local patterns. 10,000 see regional intelligence. 20,000,000 see global health.

The pandemic net isn’t our product. It’s a byproduct.

If HAL CHI had been operational in late 2019, encounter notes from Wuhan would have triggered global alerts weeks before COVID-19 was officially identified. China’s early containment measures reduced transmission by over 98% outside Hubei province. The question isn’t whether early detection works. It’s whether the infrastructure exists to detect it.

Sources: Nature Scientific Reports (2021) · Lancet Infectious Diseases (2020) · WHO COVID-19 Dashboard · CDC NVSS

What happened
lives lost globally
Hover any dot for detail
What if we had detected it 2 weeks earlier
lives lost globally
98% reduction applied
The Upward Cascade

Fix the note. Fix the system.

When documentation burden drops from 1,500 hours to 100 hours per year, when undercoding is eliminated, when physicians reclaim their time and their revenue, the cascade begins reversing. Independent practice becomes viable again. Physicians see more patients. Medicaid access expands. ER misuse drops. The $47 billion in taxpayer workarounds shrinks. The physician pipeline recovers.

77% of physicians would trade money for time. 71% who moved from employed to self-employed reported satisfaction. Burnout in small independent practices is 13.5% versus the 54.4% national average. The evidence is clear: fix the working conditions and the system heals itself.

Current
Note creation per encounter16-36 minutes
Daily documentation4-6 hours
Annual documentation time1,500 hours
Undercoding45% of claims
Claims appealed<1% of denials
Burnout49-63%
With AHI
Note creation per encounter~1 minute (review and sign)
Daily documentation~25-30 minutes
Annual documentation time~100 hours
UndercodingEliminated at creation
Claims appealedAuto-generated appeals
Burnout13-point drop in 30 days

Sources: Sinsky et al. JGIM (2024), Olson et al. JAMA Network Open (2025), AAPC, AMA. Full citations in AHI White Paper Part 2.

The Vision

What healthcare looks like when the note is fixed.

A physician sees 25 patients a day and goes home at 5. No pajama time. No after-hours charting. No burnout. Documentation takes one minute per encounter, not thirty. Revenue is captured accurately the first time, not lost to undercoding or denied by algorithms. The physician owns the practice because independent medicine is economically viable again.

A patient in rural Florida with Medicaid coverage sees a specialist within two weeks, not two months, because the documentation barrier that made Medicaid patients unprofitable no longer exists. The $47 billion taxpayer workaround system starts shrinking because the mainstream provider network can absorb the demand.

A new outbreak surfaces in Southeast Asia. Within 48 hours, HAL’s surveillance net detects anomalous patterns in encounter notes from three countries. Providers and public health agencies receive alerts weeks before the WHO declares an emergency. The pandemic that would have killed millions is contained at the source.

A medical student graduates with $200,000 in debt and chooses independent practice over corporate employment because the career now offers clinical autonomy, reasonable hours, and sustainable economics. The physician pipeline recovers. The 86,000-physician shortage begins to close.

This is not a theoretical future. Every component already exists or is in development. MDMai is live. ENCOUNTERai is in training. HAL is operational. The infrastructure is being built. The only question is scale.

The Transformation

Drag the slider.

Before AHI After AHI
1,500 hrs documentation · 19% claims denied · 54% burnout · $5.3T spent ~100 hrs documentation · Auto-generated appeals · 13-point burnout drop · Fix the note, fix the system

The future of healthcare intelligence.

We didn’t invent this evidence. JAMA published it. The AMA documented it. CMS data confirms it. We just connected the dots that nobody else connected. And then we built the technology to fix it.

Two white papers. One thesis. Every systemic failure in American healthcare traced back to a single document. And the only technology built to fix it.