Healthcare data,
rebuilt properly.
TwinDrift is a small team of data and analytics engineers building the next generation of healthcare data products — faster, cleaner, and more usable than legacy reference data vendors.
What We Do
We build clean data systems for messy healthcare domains.
Healthcare data is fragmented, inconsistent, and difficult to operationalize. Most organizations solve this the same way: large teams, slow pipelines, and years of incremental cleanup.
We take a different approach.
- —Modern data engineering from the ground up
- —Aggressive normalization and canonical modeling
- —AI and agentic workflows where they actually add leverage
- —Tight feedback loops between data, product, and end users
The result is data that's not just available — it's ready to use.
How We Build
Engineered systems, not stitched-together datasets.
We combine proven data engineering practices with AI-native workflows to move faster without sacrificing rigor.
Deterministic where it matters
Canonical models, strong identifiers, and reproducible pipelines
Agentic where it helps
LLM-driven extraction, normalization, and gap-filling — applied selectively
Continuously improving
Pipelines that evolve as new data arrives, not static annual releases
Small, focused surface area
Each system is designed to solve a real problem completely
Developer First
Built for people who actually use data.
Our outputs are designed to plug directly into real workflows — analytics, modeling, and production systems.
- —Clean schemas and consistent identifiers
- —APIs for real-time access
- —Python and SQL-friendly interfaces
- —Documentation that explains how things actually work
No black boxes. No “call us to understand the data.”
Perspective
Why we exist.
Legacy healthcare data vendors built their businesses in a different era — one defined by static files, opaque transformations, and high switching costs.
That model is breaking.
Data should be:
- —transparent
- —interoperable
- —continuously improving
- —easy to integrate
We're building toward that.
Products
Our first offering: a clean, analytics-ready intelligence layer for approved drugs.
More systems are in development in both clinical trial and traditional care settings.