The Team

We didn't come from a lab. We came from the trenches—one from a decade of healthcare data operations, the other from building AI at the scale of TikTok.

Hao You

Hao You

Founder & CEO

OptumAstrana

Background

Former Senior Director of data department at Astrana Health.

Prior experience at UnitedHealthcare and other major healthcare organizations. Deep understanding of healthcare operations, medical economics, and regulatory reporting.

Expertise

HMO OperationDatabase ArchitectureBI & ReportingDatabase MigrationACO Data ModelCap Leakage Tracking

“I've lived the problem we're solving. After years of watching data analysts spend 80% of their time on dirty work—finding the right table, understanding legacy pipelines, asking around for business rules—I knew AI could transform this. Not by replacing analysts, but by giving them the context they need instantly.”

Chao Xiang

Chao Xiang

Co-Founder & CTO

ByteDance

Background

Former ByteDance engineer who led the recommendation algorithm team for TikTok. Experienced in distributed systems, large-scale data infrastructure, and production AI/ML engineering.

Expertise

Distributed Storage SystemsHigh-Throughput ArchitectureSpark/Hadoop ETLTime-Series OLAPRDBMS & NoSQLMicroservices (Golang)Recommendation SystemsLLM ApplicationsMachine LearningSchema Design & EvolutionMulti-Language SDK

“At ByteDance, I learned how to build AI systems that work at scale—not just in demos. The challenge with data analytics isn't the AI model itself. It's building the right knowledge representation so the AI can reason about dirty, real-world data the way an experienced human would.”

Why This Team

Domain

Our CEO has been the exact user we're building for—managing data teams, building databases, dealing with dirty data daily. The product vision comes from real pain, not market research.

Technology

Our CTO built AI systems serving billions of users. The technical challenge of representing database knowledge and enabling AI reasoning is exactly the kind of problem his background is built for.

Deep domain expertise + world-class AI engineering.
This combination is why we can build what others can't.

Interested in what we're building?

We're looking for advisors, early users, and believers.

Reach Out