§ 00 — AI-assisted clinical platform

Uruguay's clinical protocols, one question away.

MediAssist brings clinical guidelines scattered across hundreds of sources into a single conversational platform — every answer points back to its exact source.

LIVE QUERY
Per the current heart-failure guideline, the recommended starting approach is outlined in the decompensation protocol below.
⌁ GOLD 2025 · §4.2
Illustrative example — not real clinical guidance.
500+ Member physicians at SMIU
100s Protocols scattered across the web today
1 Centralized platform to ask them all
§ 01 — The problem

The information exists. It's just scattered.

Every day, internists consult ministry guidelines, hospital protocols, medical societies, and international references — spread across hundreds of documents with no single point of entry.

Some protocols work like calculators: enter a severity score, get a concrete recommendation. Others read like full clinical guideline books, with theory and reasoning behind every decision. Neither format is searchable in one place today.

Many hospital computers restrict internet access, which makes it harder to pull up something as basic as the latest GOLD protocol during a consultation — and guidelines keep changing, so whatever gets found has to be kept current too.

01

Fragmentation

Protocols live across ministries, hospitals, societies and international bodies, never in one index.

02

Restricted access

Hospital networks often block the open internet, exactly when a protocol is needed most.

03

Constant change

Guidelines get revised over time — keeping every copy current is a standing burden.

§ 02 — How it works

Ask a question. Get the protocol, cited.

A conversational layer sits on top of every protocol your institution loads — answering in plain language, never inventing what isn't written.

01

Ask in plain language

No keywords or document names needed — just describe the clinical situation.

02

Semantic retrieval

Hybrid search finds the most relevant passage across every loaded protocol.

03

Cited answer

The response is grounded strictly in the source text, with the citation attached.

04

Open the full protocol

One click reaches the complete document for deeper reading.

§ 03 — Inside the platform

Built around how clinicians actually work.

Centralized library

Upload, classify, and version protocols from one admin panel — PDF, HTML, or scanned.

Conversational chat

Natural-language questions, follow-up context, and clarifying questions when needed.

Citations by default

Every answer names its source protocol and section — never a black box.

Clinical calculators

Score- and formula-based protocols behave like calculators, not just text.

Role-based access

Individual logins, admin controls, and permissions aligned to each user type.

Web & mobile

Browser access for admins, native apps on iOS and Android for clinicians on the move.

§ 04 — Built on AWS

Designed to be secure, scalable, and cost-efficient.

A retrieval-augmented architecture purpose-built to keep clinical answers grounded in real protocols, running on AWS infrastructure.

Clinician query
Hybrid retrieval (pgvector)
Reranking
LLM synthesis
Cited answer
Retrieval layer

MedGraphRAG on PostgreSQL

Vector search via pgvector and pgvectorscale, with hybrid search and reranking for clinically relevant retrieval — built to migrate to a dedicated vector store as load grows.

PostgreSQLpgvectorHybrid searchReranking
Platform & access

AWS infrastructure, independent auth

Core services run on AWS, with Auth0 handling authentication so identity stays independent of any single cloud provider.

AWSAuth0ReactReact Native / Expo
§ 05 — Team & partnership

An engineering team, a clinical partner.

Universidad ORT Uruguay

Built by three full-stack engineers

MediAssist began as a thesis project and is being developed end to end — product discovery, architecture, and implementation — by a three-person engineering team.

SMIU — Sociedad de Medicina Interna del Uruguay

A clinical society as domain partner

SMIU brings together internists across Uruguay to advance clinical practice and continuing education — and works with the team to validate needs and review content as the platform takes shape.

Let's talk about MediAssist.

Questions about the project, the architecture, or the AWS Activate application — reach out directly.

LOCATIONMontevideo, Uruguay
PROGRAMUniversidad ORT Uruguay · SMIU