Embedded AI engineering · healthcare-grade

We build production AI systems across industries.

Embedded engineering squads and fractional technical leadership for organizations where AI meets compliance, clinical reality, or financial risk.

We rebuilt a digital-health platform to scale from 5,000 to 3M+ members in 90 days.
Operators & partners Diathrive Health HCA Healthcare Guiding Patients

Where we work

Built for regulated, high-stakes domains.

We embed where AI has to survive clinical, financial, and compliance review — not just a demo.

01

Healthcare

Vendors, payers, TPAs, and health systems — value-based care, population health, risk adjustment, and AI audit & readiness.

02

Logistics & Supply Chain

Demand forecasting, routing optimization, and warehouse automation built for real operational throughput.

03

Fintech & Insurance

Underwriting, fraud detection, claims, and compliance systems where financial risk and auditability are non-negotiable.

04

SaaS & Technology

AI product development and platform modernization — from prototype to production-grade infrastructure.

Capabilities

Five capabilities. One embedded model.

We join your team as operators — shipping systems alongside you, not handing over slideware.

01

AI Platform Engineering

Production LLM and ML systems — pipelines, evals, guardrails, and the infrastructure to run them under real load.

02

Data Infrastructure

The pipelines, warehouses, and governance that make AI trustworthy in regulated environments.

03

Intelligent Automation

Workflow automation that removes operational drag while staying auditable and compliant.

04

Staffing

Embedded engineering squads and fractional technical leadership that plug directly into your team.

05

Data Literacy & Change Management

We bring your people along — so the systems we build keep delivering after we're gone.

Who we are

Operators who run the systems — not just build them.

Built by operators from HCA Healthcare, Oracle Health, and Cerner. We've run the systems we build, not just built for them.

That operating heritage is why our AI survives clinical reality, financial risk, and the audit — the places demos quietly fail.

HCA HealthcareOracle HealthCernervalue-based carepopulation health

Let's build something that ships.

Tell us where AI meets compliance, clinical reality, or financial risk in your business. We'll bring the squad.