How Vlada does it.
Five steps. Swipe to move through them.
01
Ingest
Vlada's agents find and collect the public record: hospital price files, Medicare, Medicaid, plans, providers, drugs. 300+ sources, kept current.
02
Normalize
Every file lands on the same identities: one provider, one code, one plan, one place, one date. Sources that never mention each other line up.
03
Expose
mcp.vladahealth.com/mcp
One endpoint. Every dataset, every join, over MCP and API. Every answer carries its source.
Connect over MCP & API04
Work with you
Who holds Medicare Advantage in King County?
UnitedHealth holds it: 79.2K members, 47.8% share, and still gaining.
In the Studio, Vlada investigates with you: ask, watch it work, get the report with receipts.
Work with Vlada05
Research
The same record powers published research and commissioned work, so what Vlada learns compounds.
Vlada Research