The Zenlo engine

One clinical core, built from 54 blocks.

Zenlo isn't one app — it's a single clinical engine decomposed into atomic, reusable blocks across seven families. Each product is an assembly of the same blocks. This is the whole system, with an honest status on every part.

54
Atomic blocks
7
Block families
102
Biomarkers
15
Clinical patterns
F1 .963
Best-in-benchmark

A lab report goes in. A physician-ready synthesis comes back.

Eight steps, from an uploaded file to a structured clinical reading. Tap a step to see what happens inside it.

One block, many products. The Clinical Engine (B1–B6) is reused across seven product configurations — the same parsing, the same patterns, the same biological-age and insulin-resistance math. Build a capability once; ship it everywhere. That reuse is the leverage behind a one-engineer company.

The whole system, block by block.

Every atomic capability, its current status, and the AI model behind it where one is used. Filter by maturity — we label what's live and what's still on the bench.

Filter
AFoundation Platform3 blocks The data, identity, and access layer everything else is built on.
A1live

Platform Core

Unified Postgres + Auth + RLS + Storage + consent + data export/delete.

Supabase · row-level security · AES-256 at rest
A2pilot

Caregiver Access Framework

One user gets revocable read / limited-write access to another's data.

RLS relations · patient / caregiver scopes
A3pilot

Email Whitelist Control

Restricts who can create accounts on a given instance.

DB trigger · invite-gated cohorts
BClinical Analysis Engine7 blocks The shared brain. Reads biomarkers, finds patterns, quantifies risk — the most reused cluster in the system.
B1live

Biomarker Library

Reference catalogue of 102 biomarkers: code, name, unit, reference range by age/sex, category.

102 rules · unit normalization
B2live

Lab Test Analyzer

PDF / photo / text / manual entry becomes structured biomarker JSON. This is the OCR + extraction step.

Claude Haiku 4.5 · ZDR · ~$0.001 / patient
B3live

Clinical Pattern Engine

15 validated patterns plus interaction analysis across 8 relationship types between them.

Claude Haiku 4.5 · F1 0.919 prod / 0.963 best
B4live

HOMA-IR Auto-Calculator

Insulin-resistance index from fasting glucose × insulin, with a clinical threshold.

deterministic · in-pipeline
B5live

Biological Age Score

Weighted Z-score model across 8 biomarker categories vs age/sex reference ranges.

Claude Haiku 4.5 for the narrative
B6live

Biomarker Trend Engine

Longitudinal tracking with directional meaning (lower / higher / U-shape is better).

per-biomarker trend semantics
B7live

Multi-LLM Validation Framework

The same dataset through five models with F1 comparison — the basis for our benchmark and preprints.

5 models · medRxiv + JAMIA Open
CPatient & Clinician Apps13 blocks The surfaces people actually touch — dashboards, chat, journals, document vaults.
C1designed

Learning-Mode App

A 4-tab experience (Stories / Numbers / Ask / You) — "Duolingo for your body".

Haiku 4.5 + Sonnet 4.6
C2pilot

Recovery Patient Portal

Full recovery shell: Today / Treatment / Meds / Labs / Team / Journal / Ask / Docs.

Haiku 4.5 + Sonnet 4.6
C3designed

Story Content Engine

Educational story templates that explain a result, with a safety post-filter.

Claude Haiku 4.5 + word filter
C4designed

Zenlo Ask — full-context chat

4-layer memory: standing history + live context + retrieval + tools (trends, adherence, documents, schedule).

Sonnet 4.6 · Extended Thinking on serious cases
C5pilot

Document Vault

Multi-type medical documents: labs, imaging, consults, prescriptions, discharge.

encrypted storage bucket
C6designed

Medication Tracker & Adherence

Supplement / prescription banks + schedule + intake log + % adherence.

schedule + intake model
C7pilot

Symptom Journal + PRO-CTCAE

Daily mood/fatigue/sleep ratings + chip symptoms + an NIH-validated assessment.

PRO-CTCAE instrument
C8live

Care-Team Directory

Doctor cards with specialty, facility, schedule, primary flag, caregiver block.

live in Recovery
C9pilot

Therapy Horizon Calendar

Upcoming cycles, visits, labs, and pre-visit prep materials.

cycle + visit model
C10designed

Progressive Onboarding

A ladder-of-trust funnel that collects profile data in tiers, with inline follow-ups.

staged data collection
C11designed

Wearable OAuth Hub

Apple Health / Oura / Whoop / Google Fit / Garmin / Fitbit connectors + a daily insight.

Claude Haiku 4.5 for daily insight
C12designed

Privacy Transparency Page

Side-by-side "you see / employer sees" + a HIPAA / BAA / ZDR / RLS technical fold-out.

trust UX component
C13designed

Technical View Toggle

Alternate rendering: raw numbers, 6-month delta, reference-position bar, model info.

same data, denser view
DEmployer Dashboard11 blocks Aggregate-only workforce view. By architecture, never shows an individual's health data.
D1designed

Employer Onboarding Wizard

Company → admins → roster → communications → launch → day-0 countdown.

6-step setup
D2designed

Program Overview

Metric cards + monthly insight + cost-avoided YTD + attention items.

Claude Haiku 4.5 for insight copy
D3designed

Engagement Funnel

5-stage adoption funnel + completion + department breakdown (engagement only).

aggregated server-side
D4designed

Aggregate Health Insights

Population pattern trends + benchmark vs norm. Per-department health is never shown, regardless of size.

Claude Haiku 4.5 for observations
D5designed

ROI Tracker + Methodology

Modeled estimate with confidence interval, value categories, and a claim / don't-claim matrix.

transparent assumptions
D6designed

CFO Summary + Board PDF

Executive view + QoQ curve + compliance grid + multi-length PDF export.

aggregate-only on export
D7designed

Roster Manager

Status / department / invited / last-signed-in only. Cannot surface activity by design.

scope-isolated
D8designed

Invite Campaign Engine

Funnel metrics + recommended nudge + tone presets + automation timeline.

Claude Haiku 4.5 for tone variants
D9designed

Seats & Billing

Seat usage + next invoice + payment method + billing history + ACH/PO.

Stripe (configured)
D10designed

Trust Center

Compliance status cards + data-flow diagram + subprocessor table + downloadable docs.

dynamic compliance state
D11live

K-Anonymity Enforcement

k ≥ 10 enforced server-side on every aggregate query, with visible suppression. Raisable, never lowerable.

API-layer enforcement
EZenlo Med — Research & Intelligence9 blocks An autonomous research pipeline that runs on public datasets only (NHANES, BRFSS, PubMed) — fully separate from patient data and the production app.research · public data
E1live

Knowledge Store (RAG)

2,534 documents in a vector store (1,349-doc bootstrap core) spanning population data and literature, 2000–2025.

pgvector · HNSW · OpenAI embeddings
E2live

Discovery Agent

Weekly PubMed saturation scan → a gap map by topic × year → top-3 topics.

Haiku 4.5 + Gemini for scoring
E3live

Adversarial Hypothesis Pipeline

7 hypothesis types per topic (confirmatory, contradictory, null, mediator-shift, subgroup-reversal, threshold-break, interaction-only), scored to top-3.

Sonnet 4.6 generates · Haiku scores
E4live

Statistical Analysis Agent

Parallel testing: logistic regression (OR + 95% CI), interactions, stratified, threshold, propensity matching, survey weights.

Python · statsmodels · scipy
E5live

Insight Report Generator

Structured report: winning hypothesis, finding, product implication, confidence, rejected hypotheses, next step.

Claude Sonnet 4.6
E6live

Multi-Model Clinical Review

5-model parallel review — structure, citations, novelty, adversarial critique, and a healthcare-tier clinical-validity model.

5 models · weighted approve / revise / reject
E7pilot

Research Writing Agent

Journal-aware drafts with real citations pulled from the literature stage.

Claude Sonnet 4.6
E8live

Paper Cleaner & Design Validator

Post-processing dedup + a universal study-design validator across any topic.

Python utilities
E9live

Notion Guard

Safety layer: the agent reads broadly but writes only to a whitelisted workspace — no new pages, no deletions.

write-scope enforcement
FAgent Infrastructure — NanoClaw4 blocks The build system itself: how Zenlo ships code through AI agents under human review.
F1live

Slack Listener + Agent Router

Command intake from dev / research / pm / marketing channels → the right agent group.

Node.js service · orchestration
F2pilot

Multi-Agent Harness

Planner → Generator → Evaluator with sprint contracts and automated browser testing.

Opus 4.7 plans · Sonnet 4.6 builds + grades
F3live

Hook System

6 lifecycle events — permission checks, auto-format, state-save before compaction.

pre/post tool · compaction hooks
F4live

Git Pipeline

Timestamped branches + auto-commit + auto-push → preview deploy → human review.

git hooks + CI
GSales & Compliance Stack7 blocks The go-to-market and trust layer that wraps the technology.
G1live

Outreach Multi-Channel Stack

Employer sourcing + LinkedIn + email + dialer + CRM pipeline.

connected SaaS tooling
G2live

Pilot Agreement Template

A ready pilot contract structure with a stop/go ROI gate.

e-sign ready
G3live

Pricing Tiers

A tiered per-member-per-month pricing model from pilot to enterprise.

published model
G4pilot

Advisory Board Framework

A structure for engaging practising MDs as clinical advisors.

sourcing in progress
G5live

Consulting Track

AI + healthcare-data consulting as parallel income during the build phase.

inbound via services listings
G6live

Compliance Matrix + BAA Inventory

A claim / don't-claim matrix + a subprocessor registry + change-notification policy.

Anthropic BAA signed · ZDR active
G7designed

Language Register System

A forbidden-word filter + tone registers per surface, regenerating copy when needed.

Claude Haiku 4.5 for regeneration

The same blocks, assembled for different people.

A product is a target buyer plus a selection of blocks behind one surface. These are the configurations that are live or in build today.

Zenlo for Employers

live

AI early detection for self-insured workforces — aggregate risk, never individual health data.

A1 · B1–B7 · C1 · C3 · C4 · C10–C13 · D1–D11 · G-stack

Zenlo Labs

building

AI blood-test interpretation for functional-medicine practices — physician-ready reports the doctor signs.

A1 · A2 · B1–B6 · C4 · C5 · C13

Zenlo Recovery

pilot

Post-treatment recovery & monitoring for oncology patients and their caregivers. Not diagnostic.

A1–A3 · B1–B6 · C2 · C4–C9

More configurations — clinical API, research studio, caregiver, athlete, and others — are in design on the same core. See what's shipping first →

One core. Every product built on it.