Fluent for Healthcare
The last human moment in medicine
AI will handle diagnosis, charting, prior auth, and most of what a clinician does in a day. The one thing it cannot do is sit with a family and tell them their father has stage IV cancer. As everything else in medicine gets automated, the value of the human conversation goes up, and the language barrier in that conversation becomes the most expensive failure in the system.
Fluent trains clinicians to lead the conversations that interpreters currently mediate badly.
$7.8B
Annual interpreter services cost
$16B
Projected cost by 2034
25+ min
Added per interpreted encounter
The wedge
Not every Spanish encounter matters equally
Low-acuity encounters like intake, vitals, and medication pickup are already being solved. AI translation handles them. Bilingual support staff handles them. They are not the problem worth solving.
The problem is the small share of encounters where language failure changes the outcome.
These conversations cannot be delegated to a phone interpreter or a translation app. Research shows families understand significantly less in interpreted goals-of-care discussions. Informed consent comprehension drops. Emergency triage errors increase.
The clinical, legal, and human reality is that these moments belong to the clinician, and right now, when the clinician does not speak the patient's language, no one is fully present in the room.
Diagnosis delivery
Families retain significantly less when serious news comes through an interpreter.
Goals of care
Values and end-of-life decisions require direct trust between clinician and patient.
Informed consent
Comprehension drops sharply in interpreted consent conversations.
Emergency assessment
Triage accuracy depends on the clinician taking a direct history.
Family conferences
Mediated conversations lose the relational nuance these discussions require.
The market
The current response misses the point
Section 1557 of the ACA mandates language access. Hospitals spend $7.8 billion a year on interpreter services, projected to reach $16 billion by 2034. The existing response is to scale interpreter supply with more phones, more video terminals, more contracts, and to certify bilingual staff through compliance programs.
Both responses leave the actual gap open. More interpreters means more mediated conversations. Compliance certifications produce CME credit, not fluency. A clinician can complete a 40-hour video curriculum and still be unable to take a patient history in Spanish. The Qualified Bilingual Staff box gets checked. The interpreter stays on the line.
What does not exist yet is clinical conversational fluency, training the human who is going to be in the room anyway to actually lead the conversation in the patient's language.
Our approach
Two-axis personalization
Existing programs teach Spanish as content. Fluent teaches it as performance, in the scenarios where performance matters.
Axis I
Scenario-specific
A clinician trains inside the conversation they will actually have. Delivering a stage IV diagnosis. Navigating familismo in a goals-of-care meeting. Trauma-informed history-taking in an emergency department. Not generic vocabulary lists.
Axis II
Performance-adaptive
The system adjusts to where each clinician breaks down. If grammar is solid but listening fails under emotional pressure, the curriculum reshapes around that. If medication counseling is fine but bad-news delivery is not, it reshapes around that.
Early access
We are looking for a first cohort
We are in early conversations with health systems and want to build the clinical curriculum around real institutions with real encounter data. If you get in early, you shape what gets built.
No commitment required. If language access in high-stakes encounters is a problem where you work, fill out the form below and we will follow up.
Get in touch
Express interest
Tell us about your institution. We will follow up within two business days.