Seen
Health

On a weekday morning in Alhambra, California, a 20,565-square-foot building hums. There is a Mahjong table in use. There is the smell of food from a restaurant locals actually recognize. A nurse speaks Mandarin to a man in his eighties; down the hall a physical therapist counts reps in Cantonese. This is a medical facility. It just refuses to feel like one.

This is Seen Health, and the building is its first PACE center - the Program of All-Inclusive Care for the Elderly, a model that bundles a senior's entire medical and social life into one place so they never have to move into a nursing home. Seen Health did not invent PACE. It is doing something quieter and harder: making PACE feel like it was built for you, specifically, in your language, with your grandmother's tea.

The American senior-care system offers a grim menu. Option one: fragmented, impersonal care stitched together across clinics that don't talk to each other. Option two: a nursing home, the place families promise each other they'll never resort to. For immigrant elders the menu shrinks further - now add a language barrier, unfamiliar food, and clinicians who don't know that respecting an elder might mean something different here than it did in the brochure.

Xing and Yang Su know this menu personally. The twin brothers were raised largely by their grandparents after immigrating from China. When those grandparents got sick, the brothers - by then working in tech at Uber and Salesforce - went looking for care that fit. They found a maze instead.

Here is the detail the brothers couldn't unsee: PACE started in the 1970s in San Francisco's Chinatown, created to serve Asian immigrant elders who had nowhere else to turn. Fifty years later the model had spread nationwide and, somewhere along the way, lost the cultural specificity that birthed it. The Sus' bet is almost cheeky in its logic - take a proven, government-funded model and return it to the community that invented it.

They left their tech jobs in 2021. The wager was not on a new clinical idea but on execution: that the same care could feel radically different if you got the language, the food, the activities, and the technology right. In November 2024 the venture firm 8VC agreed, leading a $22 million Series A. Backers Astrana Health, Primetime Partners, Basis Set Ventures, and Virtue came along.

Under one roof: a primary care clinic, nursing, physical and occupational therapy, daily meals, medication management, and door-to-door transportation. Around it, the things that don't show up on a billing code - tai chi, art classes, Mahjong, and providers who share a language and a worldview with the people they treat.

The technology lives mostly backstage. Yang Su's AI platform exists to cut the documentation that eats clinicians alive, buying back the minutes they'd rather spend with a patient. And then there's the move that makes insurers blink: Seen Health trains and pays a senior's own family members, folding them into its workforce instead of treating them as unpaid afterthoughts.

Hospitality is easy to market and hard to measure. So here is the part that survives a spreadsheet. In November 2025 Seen Health reported its early clinical outcomes against the PACE industry average - and the gaps are not subtle.

The market behind those numbers is enormous and quietly aging. The San Gabriel Valley alone counts more than 300,000 seniors, roughly a third of them Chinese-American - exactly the population PACE was first built to serve, and exactly the one most senior-care startups skip.

The company's stated mission is plain almost to a fault - "to deliver exceptional aging experiences that every family deserves." No moonshot language, no promise to disrupt mortality. The founders frame it as building the care they wished their own grandparents had received, which is both a marketing line and, by all available evidence, the literal origin story.

What makes it credible is the alignment of incentives. PACE pays a fixed amount per enrollee, and Seen Health takes on the full risk of their care. Keep someone healthy and at home and the model works. Let them land in a hospital and it doesn't. The financial logic and the human one point in the same direction - a rarer thing in healthcare than it should be.

The man who couldn't find a doctor who spoke his language now has one a hallway away. His daughter, once exhausted and unpaid, is on the payroll and trained. The food smells like home because it is from home. The building still refuses to feel like a clinic, and that refusal is the entire point.

America is aging faster than its care system is adapting, and the elders furthest from English are usually first to fall through. Seen Health is one small, well-funded, sharply specific argument that they don't have to. One center, a few hundred seniors, a chart the skeptics can't wave away. Whether it scales is the open question. Whether it should is not.