I make complex systems legible before making them smart.

I work across information architecture, AI experiences, and high-trust financial workflows — turning complexity into product experiences people can understand, trust, and act on.

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Flagship evidence · Intuit Enterprise Suite

Defining an AI-native target state for enterprise finance

I helped define and communicate AI-native product direction for complex enterprise finance workflows — translating ambiguity into clearer information architecture, trust patterns, prototype concepts, and leadership-ready product narratives.

Condensed presentationIES case-study introduction

Folded at this depth: 3 supporting passages, including process and reflection.

Open the public-safe IES case study

Systems evidence · QuickBooks Online Advanced

Designing information architecture for advanced accounting workflows

I shaped advanced accounting workflows that help teams understand multi-dimensional classification, reporting, and decision-making inside a complex financial product.

Condensed presentationQBOA case-study introduction

Folded at this depth: 3 supporting passages, including process and reflection.

Open the public-safe QBOA case study

Research evidence · Architectures of Intent

When AI becomes the operating model, not a feature

The interface becomes a negotiation between what a person is trying to accomplish, what the system understands, what evidence it can show, and what it is allowed to do.

Condensed presentationArchitectures of Intent · Abstract

Folded at this depth: 3 supporting passages, including process and reflection.

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Apparatus · A

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