The platform
One system for the entire metabolic-care journey.
Not a feature. Not a form. MaatFit is a complete operating system for physician-led metabolic medicine — intake, clinical intelligence, treatment, continuous monitoring, and outcomes, designed to work as one.
End to end
The shape of the system.
Here is how the platform works — from intake to outcomes — with the physician in command at every step.
Intake, structured.
Patients share their full history once — metabolic, medical, medication, lifestyle. MaatFit organizes it into a clinical picture, flags what needs a physician's eyes first, and keeps it current as care progresses.
Clinical intelligence, in support.
The system continuously screens the patient population, surfaces who needs a physician now, and prepares each encounter with an assembled, current picture. Every output is for the physician to review — none of it is autonomous.
Treatment, physician-led.
The clinician sees the full picture, makes the decision, and documents the plan. A deterministic safety layer runs before any clinical output reaches a record — it cannot be bypassed.
Continuous monitoring.
Labs, body composition, wearable data, and patient check-ins flow in continuously between visits. The platform assembles and triages — so the physician sees what has changed and what needs attention before it becomes a crisis.
Outcomes, captured.
Clinical trajectory is tracked over time: what worked, when, for whom. The evidence base compounds — making the next decision better, and contributing to the field's understanding of what actually works.
Every clinical decision stays with the physician. The AI prepares and prioritizes; it never acts on its own.
Clinical intelligence
The bottleneck isn't effort. It's attention.
A metabolic physician's judgment is the most valuable thing in the system. Most of it is burned not on judgment but on gathering — pulling labs, reading check-ins, scanning monitoring data, deciding who needs attention today. The decision itself takes minutes; the preparation takes hours.
MaatFit is built around that gap. The platform continuously assembles each patient's full metabolic picture and surfaces who needs a physician now. It prepares the encounter — so the clinician arrives with the full picture, not a chart to reconstruct.
The intelligence never decides. It prepares, prioritizes, and hands the physician a complete picture — then stops.
Continuous between visits
Monitoring data, check-ins, and labs are assembled in real time — not in the minutes before the appointment.
Who needs you today
The system surfaces whose clinical picture has changed — not just who has an appointment, but who needs a physician right now.
Transparent reasoning
The physician sees why a patient was surfaced — the signals, the trajectory, the flag — not just that they were.
Forecasts what's ahead
Longitudinal forecasting helps anticipate plateaus, emerging risks, and changing treatment response — with uncertainty made explicit, not hidden.
Deterministic
Logic-based, not probabilistic. The outcome is always the same for the same input — every flag is explainable and verifiable.
Unconditional
No setting disables it. No role overrides it. Every clinical output passes through it, always.
Transparent
Every safety flag explains why. The physician sees the reasoning — not just an alert.
Safety layer
A safety check on every step. No exceptions.
Every clinical output passes through a deterministic safety layer before reaching the physician or a clinical record. It is not AI — it is a rule-based system with fixed, predictable logic.
It cannot be bypassed. It cannot be turned off. No user can override it, and the AI layer cannot route around it. It runs on every step, every time, without exception.
Physician in command
The physician makes every call.
This isn't a limitation we imposed because of regulation — it's the design we'd choose even without a regulatory requirement. The physician's judgment is the most valuable thing in the system. Everything MaatFit does is to give that judgment better information, better timing, and more reach — never to replace it.
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 at every level of the platform. Meet the team →