
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.

Users defaulted to “Add to Bag” and overlooked “Pick Up In Store” on PDP, selecting pickup later in checkout.
Fulfillment decisions follow established checkout mental models. Interrupting that pattern on PDP reduced visibility.

UPF visibility depended on contrast and hierarchy. Yellow-on-yellow reduced detection.
Technical features drive conversion only when visually differentiated.

Filter placement and format affected refinement efficiency and scrolling behavior.
Persistent horizontal filters reduced scroll friction and supported rapid iteration within refinement loops.
“Add Coordinating Products” lacked contextual relevance; bundle discount messaging created confusion.
Cross-sell systems must feel contextual and structurally integrated, not promotional noise.
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.