Enterprise data engineering and compliant AI architecture for medical device companies.

We engineer the data and AI infrastructure for connected devices, SaMD, and quality management systems. Our solutions solve for scale while maintaining the compliance record.

01 · The shift

Software defines the device.

Hardware differentiation is narrowing. Value has shifted to the software layer and the data it generates. Managing telemetry, over-the-air updates, and algorithmic improvements under FDA scrutiny requires architecture built specifically for auditability.

02 · Our stance

Validation over experimentation.

We build systems ready for 21 CFR Part 11 and ISO 13485 from the first commit. We decouple exploratory data science from regulated production paths to accelerate development without risking compliance.

03 · Where it sits

Quality management and telemetry.

The immediate leverage exists in automating CAPA workflows, complaint handling, and post-market surveillance. We structure the incoming device telemetry so it supports both engineering iterations and regulatory reporting.

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