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BUILt FOR NATERA

AI Infrastructure

Built for Natera's Workloads.

Efficient. Reliable. Compliant.

As Natera scales foundation models, regulated genomic pipelines, and NVIDIA-powered workflows, infrastructure becomes the difference between acceleration and operational drag.

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30-Min Technical Consultation

With WhiteFiber's engineering team. 

No sales deck - straight to infrastructure.

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Natera’s Moment

As Natera scales foundation models, regulated genomic pipelines, and NVIDIA-powered workflows, infrastructure becomes the difference between acceleration and operational drag.

What WhiteFiber Delivers

WhiteFiber designs and operates compliant AI infrastructure built for clinical-scale performance.

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THE INFRASTRUCTURE CHALLENGE

Foundation model training, clinical pipelines, and patient data sovereignty don't run on the same template.

Natera is training multimodal AI models on one of the largest longitudinal oncology datasets ever compiled, processing 60,000 genomic pipelines a week, and absorbing the complexity of a recent platform acquisition. The science is scaling faster than most infrastructure was designed for.

01

Model ambitions scale faster than standard compute can follow

Genomic AI workloads grow in complexity before infrastructure catches up. Shared cloud handles today. Engineered infrastructure handles what comes next.

02

Platform growth adds complexity faster than headcount can scale to match

The Foresight acquisition, new MRD and whole genome sequencing launches mean more workloads, more data types, and more compliance surface area on the same team.

03

Regulated patient data limits where you can train and what you can run

Maintaining PHI boundaries across 250,000 tumor exomes requires infrastructure designed for those constraints from the start, not compliance controls added as the workload grows.

HOW WE WORK

Production Infrastructure for Natera's Next Phase

WhiteFiber designs, deploys, and operates custom AI infrastructure for regulated enterprises. We partner with our customers to ensure their workloads never outgrow their infrastructure.

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01

Requirements

Map Natera's training workloads, Signatera pipeline throughput, CLIA / HIPAA constraints, and NVIDIA stack requirements into a single infrastructure brief.

02

Design

Architect dedicated environments for foundation model training and clinical inference, isolated, validated, and built around Parabricks and BioNeMo performance targets.

03

Deploy

Deploy across WhiteFiber data centers or co-located infrastructure, direct-to-chip liquid cooling, B300 / GB300 clusters, and dark fiber cross-connectivity.

04

Operate

Ongoing management with contracted SLAs, continuous optimization as model complexity grows, and a team that understands life sciences compliance, not just ops.

The Infrastructure challenge

Three Competencies. One Unified Stack.

Natera's platform spans regulated clinical diagnostics, large-scale model training, and sensitive genomic data. Each demands a distinct infrastructure competency. Delivering all three from a single, coherent architecture - that's where operational control and compliance confidence are either built in or bolted on.

01

Foundation Model Training at Scale

Billion-parameter models require direct-to-chip interconnects, B300/GB300-class GPU clusters, and infrastructure built for sustained distributed training - with the predictability that research timelines depend on.

02

CLIA / GXP Clinical Pipeline Integrity

Clinical genomic workflows perform best in validated, isolated compute environments with full audit trails, change controls, and compliance postures designed from the architecture up - not configured after the fact.

03

HIPAA Patient Data Sovereignty

PHI boundaries require air-gapped options, role-based access, and validated data perimeters. For Natera, data sovereignty isn't a checkbox - it's a structural commitment to the patients whose outcomes depend on it.

WHY WHITEFIBER

The infrastructure decisions you make now determine what scales later.

WhiteFiber designs, builds, and operates compliant, performant, and scalable AI infrastructure.

NVIDIA Partner

Preferred Partner Status

Natera's NVIDIA collaboration across BioNeMo and Parabricks demands an infrastructure partner with direct-to-chip access, not generic GPU provisioning.

Contracted Delivery

Timelines Are Contracted, Not Estimated

For organizations running regulated clinical pipelines at scale, that distinction delivers operational control from day one.

Compliance Depth

HIPAA + GxP From the Ground Up

Validated compute environments so teams can move fast on model development without moving blind on regulatory exposure.

Data Sovereignty

Fully Air-Gapped Private AI Option

For workloads where patient data must never leave a controlled perimeter. Designed for organizations where regulatory confidence is a requirement, not a feature.

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99.95% uptime SLA
HIPAA + GxP
Air-gapped compute

The science doesn't wait.
Don't let your infrastructure get in the way.

Talk through your workload requirements with WhiteFiber's engineering team. No sales deck, straight to infrastructure.

Talk to an expert