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MaatFit

The AI-native physician-led metabolic intelligence platform

Manage more metabolic patients longitudinally — without scaling physician review workload linearly.

Continuous clinical intelligence runs across your entire patient population — assembling the full metabolic picture for each patient, surfacing who needs your attention now, preparing every encounter, and running a safety check on every clinical step. The preparation is done. You decide.

Physician-led · Privacy by design · Built for healthcare-grade security

Demo data shown is synthetic.

The problem

There has never been more demand for metabolic care — or less capacity to meet it.

A new generation of treatment has brought millions of people into metabolic care. The number of physicians trained to manage it has not kept pace. The result is everywhere: months-long waitlists, visits too short to see the whole picture, and the quiet failure that defines the field — most patients fall out of care before they reach their results.

Demand without supply.

Far more patients need metabolic care than there are specialists to provide it.

Care that ends too early.

Most patients discontinue before they see lasting results — the central, unsolved problem of the field.

Physicians buried in data.

Between visits, clinically important signals arrive faster than any clinician can review them.

Why now

The bottleneck isn't effort. It's attention.

A metabolic physician's judgment is the most valuable thing in the system — and the most over-allocated. Most of their time is spent assembling the picture: pulling labs, reading check-ins, scanning monitoring data, deciding who needs them today. The judgment itself takes minutes; the preparation takes hours.

This is exactly the work that should be assisted. MaatFit continuously assembles each patient's full metabolic picture, surfaces the people who need a physician now, and prepares the encounter — so the clinician spends their time deciding and treating, not gathering. The intelligence does the preparation. The physician makes every call.

For the first time, this kind of capable, careful assistance is economical at the scale metabolic care needs. That is what makes a physician-led model that keeps people in care finally possible — not as a slogan, but as an operating reality.

The idea

One system for the entire metabolic-care journey.

Most software makes a clinician switch tools at every step — one place to intake, another to monitor, another to message, another to track outcomes. MaatFit replaces that fragmentation with a single operating system: intake, clinical intelligence, treatment, continuous monitoring, and outcomes, designed to work as one.

Built specifically for metabolic medicine. Built so the physician is always in command. Built to get more capable as the care it supports accumulates.

Balance, restored through truth — better care for the patient, better leverage for the physician, better evidence for everyone.

The platform

What it looks like to run metabolic care on MaatFit.

A complete system — not a feature, and not a form. Here is the shape of it, end to end.

Intake, structured.

Patients share their full history once; MaatFit organizes it into a clinical picture — and flags what needs a physician's eyes first.

Clinical intelligence, in support.

The system screens, prioritizes, and prepares — surfacing risk, plateaus, and the patients who need attention now. Every output is for the physician to review.

Treatment, physician-led.

The clinician decides and treats, with the full picture and a safety layer that runs on every step and cannot be bypassed.

Continuous monitoring.

Labs, body composition, wearables, and check-ins flow in between visits — so care is continuous, not episodic.

Outcomes, captured.

Results are tracked over time, building the evidence base that makes the next decision — and the whole field — better.


Every clinical decision stays with the physician. The AI prepares and prioritizes; it never acts on its own.

Physician-led, always

The physician is in command. The intelligence is in support.

MaatFit is built on a principle we don't compromise: no clinical decision is ever made without a physician. The system prepares the encounter, ranks who needs attention, drafts what can be drafted, and runs a safety check on everything — and then it stops, and the clinician decides.

That isn't a limitation. It's the design. Patients get the judgment of a physician, applied to more of them, more often. Physicians get their time back without giving up control of the medicine.

In command

Clinicians review and decide; nothing is autonomous.

Safety-first

A deterministic safety layer runs on every step and cannot be turned off.

Built around the clinician

Designed with metabolic-medicine practice, not bolted onto generic software.

Clinical direction by Dr. Amal Mebasher, MD — Physician Co-Founder & Chief Medical Officer. A board-certified family physician and published researcher, she leads MaatFit's clinical design and holds the line on physician-in-command. Meet the team

Outcomes

We measure success the way medicine does: are patients still in care, and getting better?

The metabolic field's hardest problem isn't starting treatment — it's keeping people in care long enough to benefit. So that's what MaatFit is built around. Continuous monitoring and timely physician attention exist for one reason: to keep patients engaged past the point where care usually breaks down, and to make the results durable.

That focus is also what compounds. Every outcome captured sharpens the picture for the next patient, the next decision, and eventually the field's understanding of what works. Better retention isn't only better for patients — it's the foundation everything else is built on.

Who it's for

Built for the people delivering metabolic care — and the people receiving it.

For physicians & clinics

Care for more patients without lowering your standard. The platform prepares and prioritizes; you stay in command.

Early access for physicians

For health systems & organizations

A scalable operating model for metabolic programs — population intelligence, throughput, and outcomes you can report.

Early access for organizations

For patients

Real, physician-led care for your metabolism — continuous, dignified, and built around you. Not another weight-loss app.

Join the patient waitlist

The bigger system

A platform designed to grow into the infrastructure metabolic medicine runs on.

What starts as one practice's operating system is built to become more: continuous clinical intelligence, a benchmark for how care compares to the best, and an evidence base that makes every practice on the platform better. We're building the foundation now, deliberately — privacy and the physician's authority designed in from the start.

Continuous clinical intelligence

Practice & population benchmarking

Evidence generation, built in

Designed for integration with how clinics already work

Building the foundation — for where metabolic medicine is going.

Where this goes

Proving it in the United States. Building it for everywhere.

The United States is the proving ground for a platform designed from day one to scale: to more practices, to health systems, and to international markets where metabolic disease is rising fastest and data must stay close to home.

Start where we can prove the model. Build for where the need is greatest.

Frequently asked questions

What people ask us.

Early access

Be part of the future of physician-led metabolic medicine.

Early access is opening in stages. Tell us who you are, and we'll route you to the right path — and keep you close as we launch.

No spam. No medical advice. Just real updates as we build. Unsubscribe anytime.

MaatFit — The AI-Native Physician-Led Metabolic Intelligence Platform