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Aushadham

औषधम्·owsh · aa · dham

Your first doctor's visit. Before the doctor.

AIHealthcareNode Architecture

Overview

Aushadham is an AI healthcare application that replicates the diagnostic logic of a first OPD consultation. You enter what you're experiencing. The system connects symptom nodes, asks targeted questions to eliminate possibilities, and arrives at the most probable condition — then recommends home remedies or doctor consultation. It does not prescribe.

Type

Healthcare AI

Status

Concept · Built

Stack

Next.js · AI/ML

The Problem

The first general OPD appointment is often a triage exercise — a doctor narrowing down a large possibility space with targeted questions. That logic is learnable, repeatable, and doesn't require a physical visit. Most people either over-Google and panic or under-investigate and delay. Aushadham is the middle path.

How the symptom graph works

Active path highlighted · non-viable nodes eliminated

Decisions made

Node-based symptom graph over a linear questionnaire

A linear flow asks every question regardless of prior answers. A symptom graph only activates nodes that are connected to confirmed symptoms — exponentially reducing question count while increasing accuracy. The architecture mirrors how a clinician actually thinks.

Hard constraint: no prescriptions, ever

The line between recommendation and prescription is legally and ethically significant. We drew it clearly and built the system so it cannot be crossed — outputs are either home remedies or doctor referral, with explicit confidence scores.

Confidence scoring on every output

The system shows its uncertainty. A result with 60% confidence is displayed differently from one with 90%. Calibrated uncertainty is more useful than false confidence.

What broke.

Medical edge cases broke the node graph in unexpected ways — symptoms that are common to both benign and serious conditions created false confidence. The system needed a 'escalate immediately' path that bypassed the full diagnostic flow for red-flag symptom combinations.

If I rebuilt it.

The symptom graph needs a separate urgency layer that runs in parallel — not sequential. Some symptom combinations should short-circuit the entire diagnostic flow and go straight to 'see a doctor now.'

← All work