AI Interaction Designer. I solve the hard problems: black-box friction, confidence scoring, multi-output chaos.

Recent Work

Selected projects demonstrating design systems, information architecture, and AI product expertise across fintech, edtech, and B2B SaaS.

Recent Work

Selected projects demonstrating design systems, information architecture, and AI product expertise across fintech, edtech, and B2B SaaS.

Recent Work

Selected projects demonstrating design systems, information architecture, and AI product expertise across fintech, edtech, and B2B SaaS.

Recent Work

Selected projects demonstrating design systems, information architecture, and AI product expertise across fintech, edtech, and B2B SaaS.

Services

I specialize in design systems and information architecture for complex products, particularly AI applications. Drawing on production automation experience at Ralph Lauren, I design workflows that scale in real organizational contexts.

Services

I specialize in design systems and information architecture for complex products, particularly AI applications. Drawing on production automation experience at Ralph Lauren, I design workflows that scale in real organizational contexts.

Services

I specialize in design systems and information architecture for complex products, particularly AI applications. Drawing on production automation experience at Ralph Lauren, I design workflows that scale in real organizational contexts.

Services

I specialize in design systems and information architecture for complex products, particularly AI applications. Drawing on production automation experience at Ralph Lauren, I design workflows that scale in real organizational contexts.

Design Systems & Product Architecture

Build scalable component libraries and information architecture for complex products. Create design systems that maintain consistency while enabling rapid iteration and technical implementation.

Design Systems & Product Architecture

Build scalable component libraries and information architecture for complex products. Create design systems that maintain consistency while enabling rapid iteration and technical implementation.

Design Systems & Product Architecture

Build scalable component libraries and information architecture for complex products. Create design systems that maintain consistency while enabling rapid iteration and technical implementation.

Design Systems & Product Architecture

Build scalable component libraries and information architecture for complex products. Create design systems that maintain consistency while enabling rapid iteration and technical implementation.

Component Libraries & Design Tokens

Develop design systems with standardized components, typography, and color tokens. Proven track record reducing design-to-dev handoff errors by 30% and accelerating iteration cycles by 20%.

Component Libraries & Design Tokens

Develop design systems with standardized components, typography, and color tokens. Proven track record reducing design-to-dev handoff errors by 30% and accelerating iteration cycles by 20%.

Component Libraries & Design Tokens

Develop design systems with standardized components, typography, and color tokens. Proven track record reducing design-to-dev handoff errors by 30% and accelerating iteration cycles by 20%.

Component Libraries & Design Tokens

Develop design systems with standardized components, typography, and color tokens. Proven track record reducing design-to-dev handoff errors by 30% and accelerating iteration cycles by 20%.

Information Architecture & Content Strategy

Structure complex data and workflows through clear categorization and navigation systems. Specialize in making high-density information scannable and actionable for technical users.

Information Architecture & Content Strategy

Structure complex data and workflows through clear categorization and navigation systems. Specialize in making high-density information scannable and actionable for technical users.

Information Architecture & Content Strategy

Structure complex data and workflows through clear categorization and navigation systems. Specialize in making high-density information scannable and actionable for technical users.

Information Architecture & Content Strategy

Structure complex data and workflows through clear categorization and navigation systems. Specialize in making high-density information scannable and actionable for technical users.

Technical Prototyping & AI-Assisted Design

Rapid prototyping using AI-augmented workflows (Cursor, v0, MCP) to validate concepts quickly. Bridge design and technical implementation through code-literate design approach.

Technical Prototyping & AI-Assisted Design

Rapid prototyping using AI-augmented workflows (Cursor, v0, MCP) to validate concepts quickly. Bridge design and technical implementation through code-literate design approach.

Technical Prototyping & AI-Assisted Design

Rapid prototyping using AI-augmented workflows (Cursor, v0, MCP) to validate concepts quickly. Bridge design and technical implementation through code-literate design approach.

Technical Prototyping & AI-Assisted Design

Rapid prototyping using AI-augmented workflows (Cursor, v0, MCP) to validate concepts quickly. Bridge design and technical implementation through code-literate design approach.

Process

My approach combines systems thinking with iterative design. Drawing on production workflow experience, I focus on solutions that work in real operational contexts, not just ideal scenarios.

Process

My approach combines systems thinking with iterative design. Drawing on production workflow experience, I focus on solutions that work in real operational contexts, not just ideal scenarios.

Process

My approach combines systems thinking with iterative design. Drawing on production workflow experience, I focus on solutions that work in real operational contexts, not just ideal scenarios.

Process

My approach combines systems thinking with iterative design. Drawing on production workflow experience, I focus on solutions that work in real operational contexts, not just ideal scenarios.

Discovery & Information Architecture

Start by understanding the core workflow problem and existing system constraints. Map data flows, user tasks, and technical requirements before designing interfaces.

Discovery & Information Architecture

Start by understanding the core workflow problem and existing system constraints. Map data flows, user tasks, and technical requirements before designing interfaces.

Discovery & Information Architecture

Start by understanding the core workflow problem and existing system constraints. Map data flows, user tasks, and technical requirements before designing interfaces.

Discovery & Information Architecture

Start by understanding the core workflow problem and existing system constraints. Map data flows, user tasks, and technical requirements before designing interfaces.

Prototyping & Validation

Build and test design solutions through interactive prototypes. Focus on edge cases, error states, and transitions between automated and manual workflows.

Prototyping & Validation

Build and test design solutions through interactive prototypes. Focus on edge cases, error states, and transitions between automated and manual workflows.

Prototyping & Validation

Build and test design solutions through interactive prototypes. Focus on edge cases, error states, and transitions between automated and manual workflows.

Prototyping & Validation

Build and test design solutions through interactive prototypes. Focus on edge cases, error states, and transitions between automated and manual workflows.

Implementation & Documentation

Deliver production-ready designs with developer documentation, design system guidelines, and component specifications. Ensure smooth handoff and consistent implementation.

Implementation & Documentation

Deliver production-ready designs with developer documentation, design system guidelines, and component specifications. Ensure smooth handoff and consistent implementation.

Implementation & Documentation

Deliver production-ready designs with developer documentation, design system guidelines, and component specifications. Ensure smooth handoff and consistent implementation.

Implementation & Documentation

Deliver production-ready designs with developer documentation, design system guidelines, and component specifications. Ensure smooth handoff and consistent implementation.

The Designer

Visual Precision Meets Product Strategy

I started as a jewelry and fashion photographer, where success is measured in composition and light. That obsession with visual precision led me to Ralph Lauren, where I spent 2.5 years as a Digital Technician, acting as the brand's visual gatekeeper between Art Directors' creative vision and the technical demands of global production.

But while the studio ran on established systems, I kept seeing inefficiencies in our production cycles. I built custom JavaScript tools for daily workflows and researched emerging tech to keep us ahead. When I redesigned the logic of a core Ralph Lauren workflow, we increased seasonal production volume while cutting operational costs significantly. That's when it clicked: systemic design could solve massive business problems. I wanted to do more of that, but in a space that was being fundamentally redefined.

By late 2023, AI wasn't a buzzword for me anymore. It was clear that it would redefine how humans and computers interact, and I wanted to be there from the beginning. I started taking on AI product design work while still at Ralph Lauren, designing conversational interfaces and trust systems for early-stage startups. It was a deliberate stress test: could I actually make this transition?

By mid-2024, I had my answer. I left Ralph Lauren, completed Columbia's UX/UI certification to formalize my expertise, and committed full-time to AI product design. Since then, I've worked with startups building conversational AI for 50K+ educators, trust architectures for finance teams burned by black-box systems, and evaluated frontier models for leading AI labs to understand how AI behaves when it fails.

Here's what I've learned: the hardest problems in AI aren't about polish or features. They're about trust. How do you design systems users can rely on when AI can't promise certainty? How do you make black-box algorithms feel transparent? I've spent the last 18 months intentionally working across AI product categories to answer those questions. Now I'm looking for the right full-time opportunity to apply everything I've learned.

Conversational Design

Agentic UX

Linguistic Interaction

Partner with Jay Arora

Ready to architect your next intelligent system

Partner with Jay Arora

Ready to architect your next intelligent system

Partner with Jay Arora

Ready to architect your next intelligent system

Partner with Jay Arora

Ready to architect your next intelligent system