Systems for consequential decisions.

What I’m building now, what came before, and the principles that connect the two.

The attribution layer for AI

Venturi resolves who owns AI spend and where adoption is taking hold.

Venturi connects fragmented AI evidence into a decision-ready attribution graph.

Designed and built Venturi’s current platform and data architecture

One place to understand how your company uses AI

Built across consequential systems.

Amazon

  • Built global utility-billing platform; processed $2.5B+ and enabled $357M in savings in its first year
  • Built greenhouse-gas accounting infrastructure—the same challenge Venturi solves for AI spend

Salesforce

  • Led Shield Platform Encryption; Agentforce product leadership ($1.2B ARR, Q1 FY27)

Cruise

  • Chief of Staff to Security VP for first U.S. city launch of driverless ride-hailing

MS, AI & Machine Learning for Engineering, UW · MS, Cybersecurity Engineering, UW · MSc, Oxford · BA, Pitzer College

I look for the structure inside ambiguous problems.

I put security, evidence, and ownership into the system early.

I stay close enough to implementation to see what survives contact with reality.

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