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Nirvor Health · Powered by FutureOS

The right doctor. the first time.

An AI health navigator for Bangladesh — describe your problem, reach the right specialist, consult before you travel.

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BMDC-verified doctors Bangla-first AI Synced to the national health record
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The problem

Care doesn't fail at the consultation.
It fails at the door before it.

Reaching the right doctor costs a household ৳2,000–4,500 — paid across two or three wrong specialists first, and the weeks lost cost more than the fees.

The insight

Everyone built a directory.
We built the step before it.

Navigation, not telemedicine.

The product

You speak. It finds the right specialist.

One conversation. The whole path.

01 / 08 Speak

The patient describes the problem in Bangla, by voice or text.

01/08
App screen: voice listening App screen: symptom clarifying questions App screen: verified specialist list App screen: pre-consult summary App screen: speech confirmation App screen: welcome splash App screen: home health dashboard
১১:২০▮▮▮ ⌁
Protected mode
সুরক্ষিত পরিচয়
Shared with the doctor
বয়স · লিঙ্গ · উপসর্গ · রিপোর্ট
Withheld
নাম · ফোন নম্বর · ঠিকানা
Protected Client #NH-4821
পরিচয় ছাড়াই পরামর্শ — পেমেন্টও আলাদা রাখা হয়
Protected Mode

For the visits people never make.

Verified to us. Anonymous to the doctor.

01 / 07 Enter

It goes on before you say anything — and the filters and silent notifications come with it.

01/07
Protected Screen 1 Protected Screen 2 Protected Screen 3 Protected Screen 4 Protected Screen 5 Protected Screen 6 Protected Screen 7
Tier 2 · Wellness

Not everything needs a doctor.

Nutrition, counselling and yoga in the same app — and they never prescribe.

03 / 06 Counselling

The counsellor does not diagnose and does not prescribe. When it needs a psychiatrist, it says so.

03/06
App screen: voice listening App screen: symptom clarifying questions App screen: pre-consult summary App screen: speech confirmation App screen: welcome splash App screen: home health dashboard
১১:২০▮▮▮ ⌁
Protected mode
সুরক্ষিত পরিচয়
Shared with the doctor
বয়স · লিঙ্গ · উপসর্গ · রিপোর্ট
Withheld
নাম · ফোন নম্বর · ঠিকানা
Protected Client #NH-4821
পরিচয় ছাড়াই পরামর্শ — পেমেন্টও আলাদা রাখা হয়
The promise

You describe the problem once.
We handle where to go.

No more running doctor to doctor, paying each time, guessing which specialist you needed.

The real cost

People already pay.
Every visit. Every month.

Getting to the right doctor costs up to ৳4,500 — two or three wrong specialists, each paid in full, before anyone routes the patient correctly.

Consultation
A single 15-minute specialist visit in Dhaka costs about ৳1,500.
Household
An urban household spends around ৳1,600 on health every month.
Medicine
More than half of that monthly spend is medicine alone.

Almost entirely out of pocket. No insurance. No refund if the routing was wrong.

HIES · PLOS One 2025 · Expatistan 2025
The opportunity

The money is already moving.
In the wrong direction.

Who pays
Roughly two-thirds of all health spending in Bangladesh comes straight out of the patient's pocket.
Supply
There is fewer than one physician for every 1,000 people, and specialists cluster in the cities.
Leakage
Bangladeshis are the largest group of foreign patients travelling to India for care.

We don't create demand. We redirect motion that's already happening.

WHO · CPD 2024 · World Bank
Built for the regulator

Compliance isn't a cost.
It's the moat.

Safety rail
Red-flag detection runs above every tier. Emergencies exit to 999 instantly.
Tier 1
· Clinical
BMDC-verified doctors. Diagnose, prescribe, refer.
Tier 2
· Allied
Nutritionists & counsellors. Advisory only — never prescribe.
Tier 3
· Wellness
Yoga, habits, daily health. No clinical claims.

Enforced in code, not policy — a nutritionist physically cannot reach a prescription. That discipline is our licence to operate.

How it earns

Consultation earns trust.
The stack earns the business.

A capped consult fee is the front door. The recurring layers above it are the business.

Consultation fees Now
Wellness subscription Now
Diaspora & family plans Next
Transparent diagnostics
A fixed fee, never a kickback.
Next
Corporate & pharmacy Later

We will never sell patient data. On a product built on confidentiality, that would be self-harm.

What compounds

Two assets no one can copy fast.

Asset 01

The Bangla clinical lexicon

Colloquial, regional symptom language. Cannot be bought. The deepest moat in the company.

Asset 02

The doctor-agreement dataset

Every consult, the doctor confirms the routing in one tap — training signal, accuracy metric and liability record at once. It improves with every visit while a directory stays still.

One engine — FutureOS Core AI — reused across every vertical.

Scale

Bangladesh first. The engine travels.

Now · Bangladesh

Prove the navigator against clinician review.

Next · gradually

Starting with Malaysia — then Thailand, Vietnam. Same shape: high out-of-pocket, weak referral, mobile-first.

Later · the pattern

Any market with the same shape, across the region and beyond.

Travels — built once
  • FutureOS Core AI — the navigation engine
  • The safety layer & pre-visit logic
  • The tier architecture & playbook
Rebuilt per market
  • The clinical-language layer — a new lexicon per language
  • The telehealth licence & data residency
  • Provider verification against the local register

Local partners hold the licence and operate. We own the technology — terms set per partnership, measured, market by market.

The north star

We measure one thing.
Did the patient reach the right doctor?

Routing accuracy is the reviewing doctor confirming, case by case, that the specialty we sent the patient to was the right one. It is the metric no directory can produce, and everything else in the product is architecture around it.

A trustworthy answer to “where do I go?”

Faisal — Nirvor Health
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