AI-Driven Design System

Building consistency across fragmented product experience

Overview

I was working across four different initiatives, each led by different Product Owners, with no shared design direction.

As a result, the product felt inconsistent depending on where you were. Similar actions looked and behaved differently across experiences.

Pain Points

User Experience

  • Inconsistent CTA styles

  • Different headers and layouts

  • Filters behaving differently

Team Experience

  • No shared design standards

  • Rebuilding components repeatedly

  • UI decisions driven by product and engineering

Visual Proof

Example of inconsistent UI patterns across initiatives

Example of inconsistent UI patterns across initiatives

SECTION 5: Problem

Problem

We didn’t just have inconsistent screens.
We were missing a system.

At the same time, we wanted to explore how AI could support scalable design workflows.

SECTION 6: My Role

My Role

  • Led early vendor conversations

  • Partnered with cross-functional stakeholders

  • Helped define scope and direction

SECTION 7: What Went Wrong (Highlight Section)

What Went Wrong

At the start, the Head of Development wasn’t involved.

We interviewed a vendor, but the SOW lacked technical context and wasn’t grounded in how things would be built.

SECTION 8: Turning Point

What Went Wrong

I raised this with my Product Manager, and we reset the process.

  • Head of Development joined

  • SOW was rebuilt with design + engineering

  • Became a cross-functional effort

SECTION 9: Vendor Evaluation

Vendor Evaluation

We interviewed 4–5 vendors.

Each provided:

  • Proposal and cost

  • 10-20 weeks plan

  • Team: 2 designers + 2 developers

SECTION 10: System Plan

System Approach

Phase 1: Understand

  • Review brand guidelines

  • Identify gaps

Phase 2: Foundations

  • Design tokens (colors, typography, breakpoints)

  • Tech alignment (Tailwind, PrimeNG, Figma)

Phase 3: Build

  • Component system

  • UI kit

  • Usage guidelines

Next
Next

Design Process / Rituals