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AI · HEALTHCARE
FUNCTIONAL MEDICINE · IN / US
CLIENT SINCE JULY 2024
VitaOne

From a fragile Enterprise system to AI-first functional medicine on Community.

VitaOne connects functional medicine practitioners with patients across India and the US. They came to us after a previous partner left a fragile Odoo Enterprise platform. We stabilized it, migrated to Community for long-term cost and control, then built the commerce, care, and AI-first Functional Lab Report stack the network runs on today. We’re still their dedicated team.
1,913
Active practitioners
25,000
Patients
14,119
Functional Lab Reports
50,063
Orders
10,000+
Course attendees
01 · The Brief

A healthcare platform that had to outgrow a fragile Enterprise build.

VitaOne is not a single clinic back office. It is a functional medicine network: practitioners who sell and recommend products, manage patients, run lab-driven care, teach courses, and earn on referrals. Patients and practitioners both need a storefront, a portal, and clinical tooling that stock Odoo does not ship for this domain.

When they came to us, the system was on Odoo Enterprise and already fragile. A previous partner had left them with something that could not carry the next stage of the business. The first job was not “add features.” It was to assess what was salvageable, stabilize what was not, and decide whether Enterprise was still the right foundation.

There was a second problem, on the product side: commerce, practitioner onboarding, commission wallets, appointments, treatment plans, and lab reporting all had to live on one stack practitioners would actually trust.

02 · Architecture

Three layers, built in sequence after the migration.

Layer 01

The commerce and practitioner core

E-commerce for functional medicine products, practitioner registration with admin approval, referral links, discount codes, and a commission wallet that credits earnings for future purchases or bank withdrawal. Order notifications run on WhatsApp and email. PhonePe handles payments. This is the commercial surface the network touches every day. The Odoo build their operations run on.

Layer 02

The care stack

Personalized treatment plans (diet, medicine, lifestyle, lab requests), shareable patient intake forms with history tracking, appointment scheduling with Zoom, Google Meet and in-house LiveKit video, plus online courses with progress tracking, exams and certificates across 25 courses. Membership and certification sit on the same Odoo portal.

Layer 03

The AI Functional Lab Report layer

A patient’s lab report is uploaded into the system. AI extracts the biomarker data against a reference database (units, lab ranges), and the platform returns a Functional Lab Report: explanations across body systems, with download and re-run. That upload-to-report loop is what makes VitaOne an AI case, not only a migration case.

03 · Where it earns trust

The hard part wasn’t calling an AI model. It was turning a lab PDF into a report practitioners can use.

A lab PDF is not a Functional Lab Report. Units differ by lab, biomarkers arrive incomplete or mislabelled, and a raw extract is not something a practitioner puts in front of a patient.

We integrated AI into a closed loop on Odoo: upload the patient report, extract and map biomarkers, then generate the FLR the practitioner and patient actually work from. Download and re-run stay available when the source data changes. That is the difference between an AI demo and a system that produces the clinical product.

04 · Outcomes

The platform is what the network runs on, not a project that ended.

1,913
Active practitioners
25,000
Patients
14,119
Functional Lab Reports
50,063
Orders
10,000+
Course attendees

1,913 active practitioners and 25,000 patients work through the same system; 14,119 Functional Lab Reports have been produced; 50,063 orders have run through the storefront. On the learning side, 10,000+ attendees have gone through 25 courses with certification on completion.

None of those figures are a go-live spike. They are what staying on the system while the network grew looks like from the outside.

Surfaces

One stack, three places the network meets it.

Same ERP underneath, three product surfaces on top.

Functional Lab Report
VitaOne Functional Lab Report - sample page 9
AI-assisted FLR
Practitioner portal
VitaOne practitioner portal - FLR run for a patient
Care and patient workflows
E-commerce
VitaOne e-commerce - functional medicine storefront
Functional medicine storefront
Engagement facts
Sector
HealthTech · functional medicine
Client since
July 2024 · engagement active
Model
Dedicated team · Managed Continuity
Platform
Odoo Enterprise → Community 18
Scope
Commerce · care · AI FLR · courses
Footprint
India · United States
Portal
Practitioner and patient portals
Integrations
Gemini · Gallabox · PhonePe · Zoom · Google Meet · LiveKit
Localisation
Indian payments · dual-market operations
This proves

Opinionated architecture, then AI on the same stack.

VitaOne is the canonical case for audit-first rescue into Community, then AI-first product depth without a rewrite. Stabilize, migrate, then build FLR on Gemini. Same team throughout.

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