Medmapia System Architecture & Workflows

Understand the complete clinical AI pipeline, from automated research ingestion and entity deduplication to clinician verification gates, ad bidding, and paywall access rules.

System Map

Platform Overview

MedPlanner is a smart, trust-focused medical tourism intelligence platform. Instead of displaying biased marketing statements or unverified promises, MedPlanner aggregates clinical evidence and pricing sheets from international clinics, subjects them to strict human expert curation, and structures them into a queryable directory for global seekers.

The Three Core Pillars of MedPlanner:

Anti-Hallucination Curation: All AI-derived data highlights are bound to the raw source quotes to prevent fabrication.
Doctor Gatekeeper Checklist: Higher-risk treatment claims and clinical variables are held back in a queue until a verifier inspects them.
Security & Privacy Isolation: Safeguards medical research references from public scrapers while protecting private seeker waitlists.

End-to-End Layman Workflow

1. Sources & IngestionAdmins insert medical website links. AI crawls the site and extracts data points into the curation queue.

2. Clinical VerificationVerifier doctors audit the extraction, check credentials (e.g. JCI) and approve data points to go live.

3. Consumer Search & AdsPatients search the frontend. Partner clinics bid CPC (Cost per Click) to place ads at the top of results.

4. Seeker Pass PaywallBasic directories are free; detailed cost grids and outcomes require unlocking via the Seeker Pass.