Healthcare in MENA is the most underbuilt market we see, Arabic and Farsi clinical tools barely exist with serious quality. We focus on the administrative and operational layer around care, with clinical-adjacent work kept carefully inside coaching and documentation, not diagnosis.
Clinics, hospitals, dental, wellness, and the administrative layer that surrounds care. Within this space, the engagements below map a real buyer problem to what we build and the capabilities it draws on.
Each card starts with a sentence a buyer would actually say, then lays out the engagement and the capability bays behind it. Cards marked Proven cite work we've delivered; the rest are sample engagements shaped by the same capability.
Ambient scribes are English-only, leaving a massive MENA gap. We build documentation assistants that draft visit notes from the consultation in Arabic and Farsi, so clinicians spend time with patients instead of keyboards. Documentation support, not diagnosis.
Clinics lose patients to missed reminders and language friction. We build agents that handle scheduling, send personalized reminders, and manage post-visit follow-up across Arabic, Farsi, and English.
Administrative work eats clinical revenue. We build agents that handle coding, generate claims, manage prior authorizations, and work denials, clearing the back office so the practice gets paid faster.
Dental practices lose revenue to missed recalls and slow claims. We build an agent that schedules recalls, drafts treatment plans, and generates insurance claims, keeping the chair full and the books current.
Western wellness apps ignore Ramadan fasting, qahwa rituals, and regional habits. We build wellbeing companions, habit formation, nutrition guidance, fitness programming, tuned to the culture, kept firmly in coaching and wellbeing rather than clinical treatment.
Every engagement above is assembled from these. The same bays power our work in every other industry, which is why operating capability compounds across markets rather than starting over each time.
We deliberately stay clear of regulated medical diagnosis. These engagements focus on documentation, operations, communication, and wellbeing, with clinical decisions left to clinicians.
Tell us where the hours go. We'll show you which of these we'd build first, and whether you'd own it or we'd run it.