Fractional Systems & Workflow Architect
Helping diagnostic and life science teams design workflows and systems that hold up at scale.
Advisory for complex diagnostic products across NGS, genomics, qPCR, proteomics, and emerging multi-omics platforms in research, clinical, and high-throughput lab environments.

Complex diagnostic workflows don't fail in the assay.
They fail in the system.
Where systems break
The patterns behind costly failures.
Manual interventions
Temporary fixes become permanent throughput blockers.
Integration assumptions
Systems connect in theory and fail in real lab conditions.
Locked-up data
Data exists, but can’t be used to drive decisions.
Workflow drift
What works on paper breaks across sites and operators.
What I help teams solve
Engagements built around outcomes.
Failure identified upstream
Issues surfaced before validation or field deployment.
Systems integration
Assay, automation, and data systems that function as one system.
Traceability & data integrity
End-to-end tracking that holds under real-world conditions.
Scaling across sites
Workflows that perform consistently across sites and operators.

The right time to engage.
- Before architecture decisions get locked
- When teams are misaligned across disciplines
- Before validation, when changes are still low-cost
- When scaling introduces variability or risk
- When workflows work in theory but fail in practice
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