engine validated on 4,018 patients · F1 0.963 best-in-benchmark

One clinical AI mind. Four audiences.

Zenlo reads the entire patient profile — labs, history, medications, reference ranges — and finds the patterns between them. Like a doctor who has read everything and forgets nothing, without the time limit.

AI for health, deployed for: doctors · patients · employers · researchers

See it work → Open Zenlo Labs
102Biomarkers
15Clinical patterns
F1 .963Best-in-benchmark
8Pattern interactions
2,534RAG documents

What's actually under every product.

Not a chatbot. A clinical reasoning pipeline that perceives, knows, and reasons — the same three layers a physician uses, running on validated medical knowledge.

Layer 01

Perceive

Reads any lab report — PDF, photo, or text — and turns messy clinical documents into structured, normalized biomarker data. Units reconciled, values mapped, nothing dropped.

OCR + Claude Haiku 4.5 · $0.001 / patient · ZDR + BAA
Layer 02

Know

102 biomarkers with reference ranges specific to age and sex, plus a dependency map of how markers relate. Built from peer-reviewed literature, checked against population data.

102 biomarkers · age/sex ranges · HOMA-IR + BioAge
Layer 03

Reason

15 clinical patterns and 8 types of interaction between them. The engine sees the whole picture — how inflammation, insulin resistance and lipids connect — not isolated out-of-range numbers.

15 patterns · 8 interaction types · F1 0.919 prod / 0.963 best

A doctor has minutes per patient and can't hold every study and every cross-marker interaction in their head. The core can. It reads the full profile every time — then the same mind is delivered four different ways.

One engine. Seven families of capability. Four products.

Every product is a different assembly of the same building blocks. Hover any node to see what it does and where it's reused — that reuse is the whole point.

Clinical core Platform Patient apps Research Agents hover a node →

The same mind, delivered four ways.

Status badges are honest — they reflect where each product is today, not the maturity of the engine underneath.

for doctorsbuilding

Zenlo Labs

Functional-medicine practices

Upload a lab PDF, get a physician-ready synthesis — patterns, HOMA-IR, biological age, an action plan you can sign and lock. A private clinical workspace; the doctor decides what to share.

Preview Labs →
for employerslive

Zenlo for Employers

Self-insured workforces

Early detection of chronic-disease risk across a workforce — without ever exposing individual health data. Aggregate-only dashboards with k-anonymity enforced server-side. $2 PMPM pilot.

Request a pilot →
for patientsin testing

Zenlo Recovery

Oncology recovery & caregivers

Full-profile recovery support — labs, medications, symptom journal, therapy calendar, and an AI that knows the whole anamnesis. Caregiver access built in. Closed pilot. Not diagnostic.

Join the early list →
for researchersbuilding

Zenlo Research

Academic & clinical research

An autonomous pipeline: literature scan → adversarial hypotheses → statistical analysis → 5-model clinical review → draft paper. Runs on NHANES + BRFSS. Preprints published in the open.

Read the papers →

Published in the open. Preprints first.

Every claim on this page traces to a paper or a public benchmark — no marketing numbers.

Preprint2026-02-13

A 5-model benchmark for biomarker pattern detection in clinical labs

medRxiv · MEDRXIV/2026/346284 · CC-BY 4.0
Under review2026-03-11

Clinical AI synthesis on 4,018 NHANES patients: methodology & validation

JAMIA Open · JAMIO-2026-0120 · manuscript v3
Open audit2026

Security & code audit — Zenlo Labs

labs.zenlo.app/audits · self-published