The future
Triage: the future of the first listening
Bairo Gonzalez's vision for the triage system: a clinical assistant that listens first, follows up daily and calls a professional when needed.
The first question in a medical visit is usually the most rushed. And everything else depends on it.
Today
The triage system is a pre-consultation with a clinical assistant and human validation. It gathers information before the visit, follows the person's health through their day-to-day history with the support of artificial intelligence agents and, when needed, schedules a teleconsultation with a doctor or nurse, who validates what the assistant organized. The assistant doesn't diagnose and doesn't decide: it prepares the conversation so the professional can decide better.
Bairo says the system was designed for Hospital Granja Julieta, in São Paulo, a separate company, with its own CNPJ and ownership. The system's international brand is Hospital Triage; the domain hospitaltriage.ai is registered and has nothing published yet. Triage isn't an emergency room: in an emergency, the way is your city's emergency service (in Brazil, SAMU 192).
The pain he saw
Anyone who has waited in a hospital reception area knows what it's like to tell the same story three times: to the receptionist, to the nurse, to the doctor. Each time a little more tired, a little more condensed, a little less accurate. The detail that mattered gets lost in the second version.
Bairo saw this up close, as a father, as an immigrant, as a man who has been at rock bottom and knew the weariness of not being heard. And he understood something simple: the problem often isn't a lack of medical knowledge. It's a lack of time to listen. A professional who sees forty people a day can't remember what the fortieth person said last week.
The WHO projects a shortfall of about 11 million health workers by 2030, more than half of them in nursing. In Bairo's view, if hands are lacking, at least listening shouldn't be.
The future he sees
2030. He imagines triage beginning at home. The person tells the clinical assistant, at their own pace and in their own language, what they're feeling. The assistant organizes the story, asks what's missing, records what has changed since yesterday. When the person reaches the professional, the professional already has a clear summary in front of them, with the original words kept. And only the professional decides what it means.
2040. In the future Bairo describes, follow-up is continuous. For those living with a chronic condition, the assistant asks every day how the night went, whether the medicine was taken, whether the pain moved. When a pattern strays from what's expected, it doesn't give a diagnosis: it calls a nurse. Bairo imagines hospitals where most of the work stops being putting out fires and becomes keeping the fire from starting.
2050. On the long horizon, he sees triage as a door that never closes, available in any language and anywhere there's a phone. A listening network that helps professionals get there sooner. Technology does what it does well, remembering and organizing, and people do what only people do: look you in the eye, examine, take responsibility.
He imagines. He doesn't promise. Health is the place where the word "promise" hurts the most, and he knows it.
What this changes in a person's life
Imagine Marta, who cares alone for her eighty-four-year-old father, who forgets things. Every time he gets worse, she tries to remember when it started, what he ate, whether he slept. She never remembers properly. She arrives at the visit with her heart racing and half the answers.
In the future Bairo imagines, for three months Marta has talked every evening with the clinical assistant. Two minutes. How the day went, how he ate, whether he was confused. One Thursday, the assistant notices the bad nights repeating and suggests a teleconsultation. On the other end, a nurse reads the history, asks the right questions and guides the next step.
Marta hangs up and cries. Not from fear. From relief. For the first time in a long while, she didn't have to carry the memory of everything alone.