Ventures · Hospital Triage

Hospital Triage: what it is and why it matters

Hospital Triage is the pre-consultation system conceived by Bairo Gonzalez: a clinical assistant listens first, and a professional validates and decides.

bairogonzalez.com team, drawing on Bairo's story · Published 2 October 2026

Hospital Triage is the international brand of a triage and pre-consultation system conceived by Bairo Leandro Gonzalez Martinez: a clinical assistant talks with the person before they are seen, organizes their history and, when needed, calls a doctor or nurse, who validates the information and decides.

The pain behind it

There is a kind of fear Bairo came to know early in Brazil: not knowing which door to knock on. In the years when he lost his footing, without documents in hand and without a network, he learned what it is like to stand before a big system with no one to ask where to begin.

In health care, that fear has an address. It is the person in pain in the middle of the night who doesn't know whether to wait until tomorrow or rush to the hospital. It is the son who brings his father and forgets half of what he needed to say. It is the professional who sees dozens of people a day and has no time to hear each one from the beginning.

Bairo carries a conviction that comes from those memories: often what is missing is not medical knowledge. It is listening, at the right moment, organized for the person who will decide. Hospital Triage was born to be that listening.

How it works, in plain words

Think of a calm conversation before the appointment.

The assistant asks. By text or by voice, in plain language, it asks what the person is feeling, since when, what medicines they take. Without rushing, at the pace of the one answering.
An alarm signal above all else. If the person describes something that could be serious, a fixed rule interrupts the conversation and shows how to call 192, Brazil's ambulance service. The assistant doesn't try to handle what is an emergency.
The professional receives everything organized. The history arrives as a clear summary, with the original words kept. The doctor or nurse confirms, corrects or discards, and decides.
Day-to-day follow-up. For those living with a chronic condition, the assistant can ask every day how the person is doing and, when something falls outside what is expected, schedule a teleconsultation.

The assistant gives no diagnosis, does not rate severity for the patient and decides nothing. It is a clinical assistant, always with human validation, as required by the Federal Council of Medicine's rule on artificial intelligence in medicine (CFM Res. 2.454/2026).

For those who cannot pay

Bairo also designs Hospital Triage for those who have neither health insurance nor money for a private appointment. The idea is that the first listening, the one that organizes the person's history and shows the right path, should not depend on their pocket. The system was created by CLAIN, the ecosystem's agent orchestrator, and works in five stages, all in service of the professional:

Triage. The assistant listens, asks and organizes. If an alarm signal appears, the conversation stops and the person is given the path to 192.
Analysis. Test results, medicines in use and history are brought together in a single summary, with the original words kept.
Trend prediction. In the follow-up of people with a chronic condition, the system points out to the professional when the day-to-day answers fall outside that person's pattern. It is a signal for someone to look, not a conclusion.
Follow-up. A daily question, in plain language, and a teleconsultation scheduled when something changes.
Classification for the professional. The information arrives organized by suggested priority for the doctor or nurse, who confirms or corrects it. This classification is not shown to the patient as severity and decides nothing on its own.

The limit is the same at every stage: it is not a diagnosis. The one who assesses, diagnoses and treats is always a health professional. And whether the pain is in the chest or in the soul, there is always a human door: 192 for emergencies and CVV, Brazil's emotional support line, at 188, for those who need to talk.

Who it is for

Telemedicine and digital urgent care services, which need to take in more people without losing the quality of listening.
Hospitals, clinics and health insurers, which want the professional to arrive at the appointment already knowing the essentials.
Public networks, where the line is long and the professional's time is the scarcest resource.
People with chronic conditions and those who care for them, who gain someone to remember what has changed since yesterday.

The market

There are not enough hands. The World Health Organization projects a shortfall of 11.1 million health workers in 2030, more than half of them in nursing (WHO).

Meanwhile, remote care has become a habit. The Saúde Digital Brasil indicators dashboard, built with Serasa Experian from data provided by companies in the sector, recorded more than 3.1 million remote consultations in 2025, compared with 200,000 in 2020 (Serasa Experian and SDB).

And there is room to grow. According to the ICT in Health 2025 survey by Cetic.br, teleconsultation is available in 28% of Brazilian health facilities, telemonitoring in 20%, and only 18% use some form of artificial intelligence, still concentrated on operational tasks (Cetic.br). The trend is clear: more remote care, with few tools that organize the listening before it.

Where it stands today

The official website, hospitaltriage.ai, is still under construction. In September 2026, a market analysis was completed before any sale, by Bairo's own decision. The system exists as a prototype in a test environment and, as of the date of this page, is not yet in commercial operation.

The design was conceived for Hospital Granja Julieta, in São Paulo, Xperienc's clinical partner. The hospital is a separate company, with its own shareholders, and Bairo does not own it. The corporate structure of Hospital Triage is still being defined.

Why it scales and why it matters

The math is simple. The cost of one more pre-consultation is processing, not one more professional. The system can be offered under the brand of whoever uses it, to a telemedicine service, a hospital network or a city government, and work on a website, an app or messaging. With Xperienc's Global Language translator, the same listening can happen in several languages.

But the scale that matters to Bairo is another one: the scale of time given back. Every minute the professional no longer spends asking "since when?" is one more minute to examine, explain and decide. Every person who arrives at the appointment having been heard arrives less frightened.

He sees the system as a door that never closes, always with a person on the other side when it is time to decide. It is a vision, not a promise. In health, what is described is conduct, and the result always depends on whoever provides care.

Bairo's role

Bairo conceived the triage system and created the Hospital Triage brand. He designed the rule that is not negotiable, that of the assistant who prepares and the professional who decides, and gave the order that sets the project's pace: market first, implementation later. That is why the market analysis came before any line of sales.

For him, triage is the most direct form of an idea he always repeats: artificial intelligence is an extension of the human. Here, it extends the ability to listen.