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Optimizing High-Intent Commerce Moments

Validating fulfillment, filtering, and merch systems to reduce friction and strengthen conversion

L.L.Bean sought to improve performance across critical commerce inflection points, including fulfillment selection (BOPIS), technical attribute clarity (SunSmart/UPF), filter architecture, recommendation zones, and bundle promotions.


Through moderated usability testing and A/B prototype evaluation, we identified friction in messaging hierarchy, visibility patterns, and decision sequencing. Findings informed production direction that aligned merchandising strategy with user mental models.

My Role

  • Designed and moderated 13 qualitative usability sessions
     
  • Structured A/B prototype comparisons across PDP and PLP
     
  • Synthesized insights spanning fulfillment, filtering, and cross-sell logic
     
  • Defined behavioral principles guiding copy and hierarchy decisions
     
  • Presented actionable recommendations to UX, Product, and Dev stakeholders

Strategic Pillar 1: Fulfillment Decision Architecture BOPIS

Problem

Users defaulted to “Add to Bag” and overlooked “Pick Up In Store” on PDP, selecting pickup later in checkout.


Insight

Fulfillment decisions follow established checkout mental models. Interrupting that pattern on PDP reduced visibility.


Direction

  • Reinforce Ship vs Pickup options in the Shopping Bag
     
  • Increase visual hierarchy (“FREE,” “TODAY”)
     
  • Improve visibility of stock and Out-of-Stock states

Strategic Pillar 2: Tech Attribute Comprehension (SunSmart)

Problem

UPF visibility depended on contrast and hierarchy. Yellow-on-yellow reduced detection.

Insight

Technical features drive conversion only when visually differentiated.

Direction

  • Use high-contrast icon + text (yellow icon, black UPF label)  
  • Maintain visible UPF block on PDP  
  • Preserve iconography as primary signal

Strategic Pillar 3: Filter Architecture & Refinement

Problem

Filter placement and format affected refinement efficiency and scrolling behavior.


Insight

Persistent horizontal filters reduced scroll friction and supported rapid iteration within refinement loops.


Direction

  • Prioritize persistent horizontal filter dropdowns
     
  • Improve mobile filter clarity and iconography
     
  • Reduce ambiguity in “Recommended” sorting language

Strategic Pillar 4: Bundling & Merchandising Clarity

Problem

“Add Coordinating Products” lacked contextual relevance; bundle discount messaging created confusion.


Insight

Cross-sell systems must feel contextual and structurally integrated, not promotional noise.


Direction

  • Reference collections or sets in rec zone titles
     
  • Clarify bundle copy (“Add these items to save 10%”)
     
  • Reinforce post-add prompts to complete the set
     

Overall outcome

Research validated updated copy hierarchy, filter structure, and merchandising logic. Recommendations informed production direction across fulfillment selection, attribute communication, and cross-sell architecture.

The work strengthened clarity at high-intent decision moments, reducing cognitive load and aligning messaging with observed user behavior.


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