In many primary care practices, language capability is concentrated in one or two people. When they are busy, Spanish-speaking callers get a callback promise instead of an appointment.
The access gap compounds. Patients who cannot complete a task on the first call are less likely to try again, more likely to present later in the disease course, and more likely to use the emergency department for primary care needs.
An AI agent that handles the entire call in Spanish — verification, reason for visit, urgency screening, and scheduling — removes the dependency on who happens to be at the desk. The drafted request arrives for staff review in English, so the review workflow does not change.
Measure the effect with two metrics: first-call resolution rate by language, and the number of language-related callbacks per week. Both should move within the first month.
