Blog

A service line director asks how colonoscopies performed this year versus last. Nothing in the data is called colonoscopy. It’s a value in a column, not a table. What it takes for an agent to find it, and why ours never writes the query itself.

Translucent is partnering with UTMB to deploy its financial intelligence platform across one of Texas's largest academic health systems.

Better answers don't produce better questions. Our Head of Domain Intelligence, Adam Albrecht, explains why Translucent moved from chat to Opportunity Agents, which surface sized, root-caused margin opportunities across contracts and service lines before anyone asks.

Generic LLMs reason well and know almost nothing about how a health system actually gets paid. Translucent's Domain Intelligence team is a group of full-time subject matter experts whose job is to get what they know out of their heads and into the agents.

Token-based pricing creates cost volatility and governance overhead for health system finance teams. Outcome-priced AI platforms let CFOs sidestep that work altogether. Translucent's flat-fee model absorbs token cost and complexity on the client's behalf, delivering margin insight without the overhead.

Health systems with mature data warehouses ask us to point at them instead of ingesting data. It's a fair question, and a warehouse genuinely makes our job easier — we'd rather read from yours than from six upstream systems. What it can't be is the store the application runs on.