Transforming Businesses with AI-driven UX Leadership

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Transforming Businesses with AI-driven UX Leadership

LLBean E-commerce Checkout UX Redesign

CASE STUDY

Introduction

LLBean needed a modernized checkout experience to reduce customer drop-off and improve performance across its aging digital platform. With a core demographic of 40–60-year-old shoppers—many of whom were not digitally native—the existing multi-page checkout was slow, overwhelming, and lacked clear orientation. I was brought in as Senior Information Architect to design a more intuitive, performant, and conversion-focused user experience.

Quick Snapshot

  • Client: LLBean

  • Role: Senior Information Architect

  • Timeline: 12 months

  • Team: UX, Product, Engineering, QA, 3rd-party Vendors (e.g., PayPal)

  • Tools Used: Microsoft Visio, Just in Mind, Photoshop, Jira, Confluence

  • Deliverables: End-to-end user flow redesign, AJAX accordion prototype, UX specifications

  • Results:

    • Checkout Conversion Rate increased by 8pts—measured via A/B testing post-launch

    • Average Order Value remained stable/improved at ~$175–$200, while sessions grew 15%

    • First-ever $1M online sales day (Black Friday)

    • Reduced system load and improved checkout speed

    • Dramatic drop in abandonment rates

    • Long-term adoption of core UX framework

Layered Pain Points, One Clear Goal

The Challenge

LLBean’s online checkout process was underperforming—experiencing high abandonment rates, sluggish system response, and an outdated, multi-page design that overwhelmed users. Baseline checkout conversion rate was ~3.0–3.5%, in line with industry norms; however, with $64M+ in monthly online revenue, even a 1 pt lift equated to ~$600K+/month incremental sales

Our goals were clear:

  • Increase conversion rates by reducing system slowness and cognitive load

  • Reduce time on task through smarter flow and better feedback

  • Cater to the core user base, aged 40–60, with varying tech confidence

  • Re-architect the experience to eliminate heavy page reloads and performance bottlenecks

My Role

Senior Information Architect

I led the end-to-end redesign of the checkout UX, a complex and highly dynamic flow with numerous edge cases. I collaborated across internal teams and external vendors (like PayPal) to ensure every scenario was covered.

The Approach

Process & Approach

I applied a design thinking framework grounded in Agile sprints, focusing exclusively on UX and information architecture. My responsibilities included:

STEP ONE
STEP ONE

Discovery & Stakeholder Alignment.

  • Partnered closely with internal product owners, engineering leads, and third-party vendors like PayPal to document known pain points and technical constraints.

  • Audited the legacy multi-page checkout for performance and UX friction

  • Identified sources of cart abandonment and user confusion

  • Mapped all edge cases, exception flows, and API dependencies

STEP TWO
STEP TWO

Competitive & Comparative Research.

  • Understood how other top e-commerce platforms handled checkout was essential for benchmarking and ideation.

  • Conducted heuristic evaluations of best-in-class checkout flows

  • Researched UX patterns that reduce friction and cognitive load

  • Analyzed validation behaviors and step-by-step progress cues across platforms

STEP THREE
STEP THREE

UX Architecture & Prototyping.

  • Designed a new experience around a dynamic single-page accordion framework, prioritizing clarity, flexibility, and reduced load times.

  • Built wireframes and prototypes focused on progressive disclosure

  • Applied Gestalt principles to chunk information meaningfully

  • Developed real-time validation patterns and flexible input sequencing

  • Ensured accessibility and orientation through persistent visual signposting

STEP FOUR
STEP FOUR

Agile Iteration & Cross-Functional Collaboration.

  • Executed iterative cycles over 12 months with constant feedback.

  • Integrated tightly into Agile ceremonies for ongoing input

  • Validated each phase of the redesign through stakeholder reviews and usability testing

  • Adapted the architecture in response to technical constraints and business updates

STEP FIVE
STEP FIVE

Prototyping & Testing

  • Conducted moderated usability testing with LLBean customers and internal stakeholders.

  • Built interactive prototypes using Axure to simulate dynamic accordion behavior

  • Tested for cognitive load, signposting clarity, and field validation comprehension

  • Iterated quickly based on user feedback, focusing on navigation freedom and system response expectations

  • Collaborated with engineering to ensure technical feasibility of real-time validation and AJAX-driven interactions

STEP SIX
STEP SIX

Delivery.

  • Shipped a high-performance, single-page checkout experience optimized for clarity and conversion.

  • Delivered annotated UX documentation and specifications for all scenarios and edge cases

  • Partnered with development teams to integrate AJAX logic and validation feedback patterns

  • Supported QA and UAT by providing interaction flows and user guidance logi

  • Added Task Success Rate tracking for each checkout step (Address, Shipping, Payment)• Monitored Time-on-Task during usability testing and iterated to reduce friction

  • Ran an A/B test to validate the new flow before full rollout

  • Enabled LLBean to launch the new experience in time for Black Friday—leading to their first $1M online sales day

Results & Outcomes

Metrics:

  • Checkout conversion ↑ by +1.2 pts (from 3.1% to 4.3%)—validated via 2‑week A/B test
  • Time-to-complete checkout reduced by 35 seconds on average
  • Task Success Rate across checkout rose from 88% → 96%
  • Post-launch customer satisfaction surveys indicated an 8‑point increase in ease-of-checkout scores—parallel to an internal proxy for NPS, highlighting improved user sentiment.

Conclusion:

This wasn’t just a UX refresh — it was a full-scale transformation of a critical revenue funnel. By combining strategic information architecture, agile collaboration, and deep user empathy, we replaced an outdated, multi-page checkout with a streamlined, high-performing single-page experience. The result: faster load times, lower abandonment, dramatically improved user confidence, and LLBean’s first-ever $1M online sales day—proving that great UX drives great business outcomes.

Project Gallery

UI/UX & Process Artifacts

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Stakeholder Testimonials