The AI monetization infrastructure for modern commerce

Topsort helps marketplaces, retailers, delivery apps, travel platforms, and commerce networks launch and scale retail media with ad server APIs, real-time auctions, sponsored listings, display, offsite, in-store, and AI optimization.

Project

Topsort

Year

2022

OVERHAUL

AD-TECH

SAAS

The AI monetization infrastructure for modern commerce

OVERVIEW

Project

Platform

Company

Topsort

Year

2022

What we were building

Topsort helps marketplaces, retailers, delivery apps, travel platforms, and commerce networks launch and scale retail media — with ad server APIs, real-time auctions, sponsored listings, display, offsite, in-store, and AI optimization.

Advertisers, from Pampers to DoorDash, were navigating a fragmented ecosystem. Campaigns couldn't be tracked. ROI was opaque. The technology existed; the experience didn't.

THE PROBLEM

Billions in media spend, and zero visibility for the brands behind it.

Advertisers, from Pampers to DoorDash, were navigating a fragmented ecosystem. Campaigns couldn't be tracked. ROI was opaque. The technology existed; the experience didn't.

Advertisers had no single
source of truth

Campaign spend, impressions, ROAS, and attributed sales lived in separate exports. Brand managers were stitching spreadsheets to understand if their budget was working.

DATA FRAGMENTATION

Campaign creation was
high-friction and opaque

Launching a sponsored listing required engineering support or a manual onboarding call. Self-serve wasn't real,
it was a form that opened a support ticket.

ACTIVATION FRICTION

No visibility into why
performance changed

When ROAS dropped, advertisers had no way to diagnose it. Was it budget? Bid? Catalog?
The platform gave numbers but no explanation.

INSIGHT GAP

MY CONTRIBUTION

What I owned, end to end.

I joined Topsort on a three-month contract as Senior Product Designer, covering the full advertiser-facing product from first login to campaign reporting. Four surfaces, zero to shipped.

Advertiser Dashboard, Zero to One

I designed the full campaign management dashboard from scratch: trends chart, KPI tiles, campaign table, and the sponsored listings/banner ads surface. The interface brands like Pampers us daily.

DASHBOARD ANALYTICS

Self-Serve Campaign Creation Flow

I eliminated the manual onboarding process by designing a step-by- step campaign builder, taking advertisers from zero to live campaign in under 10 minutes, no engineering support required.

SELF SERVE ONBOARDING

Analytics & Reporting Surface

I designed the performance reporting layer: spend vs. click trends, ROAS breakdowns, attribution windows, and product-level insights, making the AI's intelligence legible to non-technical brand managers.

REPORTING ATTRIBUTION

Design System, Topsort UI Kit

I built the component library and token architecture used across all advertiser-facing surfaces, navy/blue-primary system, fully responsive, dark mode ready.

DESIGN SYSTEM

Key Surfaces

Everything advertisers need to launch, optimize, and grow

From campaign creation to performance insights, every workflow is designed to help brands move faster and achieve better results.

Bid Suggestion

Remove the guesswork from campaign setup with AI-powered bid recommendations designed to maximize visibility, clicks, and conversions.

Real-time Reporting

Monitor clicks, spend, sales, and campaign performance in real time so advertisers can make confident decisions faster.

Auto-Bidding & Return

Set your goals and budget once. Our bidding engine continuously adjusts bids to help maximize performance while reducing manual effort.

Auto Pacing

Automatically distribute spend throughout the day to capture demand when shoppers are most active.

Sponsored Listings

Own the most valuable shelf space

Promote products in premium placements across search results and product pages to increase visibility, traffic, and conversions.

Target by search term, location, first-party data, and more

Sellers and users love the opportunity to drive more listing visibility

Create with ease, control CPC, and track your success

Lift your products to new heights

Banner ads

Get discovered. Get clicks. Get sales.

Turn everyday searches into opportunities. Promote your listings across high-visibility placements and connect with shoppers already browsing your category.

Highlight products that matter most

Drive qualified traffic to your listings

Expand your reach across the marketplace

Monitor results and optimize as you grow

video ads

Turn product discovery into a story worth watching

Capture attention across the shopping journey with native video placements that showcase products in motion. Help advertisers engage high-intent shoppers while creating new revenue opportunities for your marketplace.

Reach shoppers where buying decisions happen

Drive engagement with immersive, scroll-stopping content

Launch campaigns quickly with flexible targeting options

Measure performance and optimize with real-time insights

Sponsored Brands

Make every search a branding opportunity

Turn high-intent traffic into meaningful brand engagement with placements that elevate visibility and help advertisers stand out from competitors.

Appear where shoppers are actively exploring

Increase brand recall and product discovery

Launch campaigns with flexible budget controls

Access actionable performance insights

the process

Built around real advertiser behaviour, not assumptions.

Every design decision traced back to a customer call, a usability test, or a metric. Four phases, 14 months.

Phase 01 · Discovery

User Research & Platform Audit

I interviewed 12 brand managers across FMCG, fashion, and electronics — mapping their existing campaign workflows and identifying where trust broke down with retail media platforms.

JOURNEY MAPPING

COMPETITIVE AUDIT

Phase 02 · Definition

Information Architecture & Data Modelling

I worked with data science to map every metric and its relationship, then designed the IA for the dashboard so KPIs, trends, campaigns, and products all had a logical home — and nothing was buried.

IA DESIGN

TAXONOMY

Phase 03 · Design & Test

Iterative Figma Design + Maze Testing

Three rounds of usability testing using Maze. Each round reduced task completion time — dropping from a 22-minute average (with support) to under 10 minutes self-serve.

PROTOTYPING

A/B TESTING

PHASE 04 · LAUNCH

Phased Rollout Across 100+ Networks

The advertiser dashboard rolled out across Topsort's network of 100+ retail media clients. I worked with customer success to gather post-launch feedback and shipped two follow-up iterations within the first quarter.

PHASED LAUNCH

POST ITERATIONS

CORE FEATURES

Every component serving a purpose

Turn everyday searches into opportunities. Promote your listings across high-visibility placements and connect with shoppers already browsing your category.

01 · DASHBOARD

Analytics composite

Clear, easy-to-read performance cards that help users quickly identify key trends, patterns, and actionable insights across campaign and sales data.

Trends and sparks

Easily track advertising spend, total revenue generated, campaign effectiveness and engagement performance indicators through dedicated dashboard cards.

Campaign editor

Empowers users with greater visibility and control over their advertising efforts, enabling data-driven decisions that improve campaign performance and maximize results.

02 · campaign

Creating A Campaign

The design includes a dedicated navigation tab and easy access to campaign creation, which streamlines the user experience by providing a quick and effortless process. The designated tab on the left side allows users to quickly create campaigns and is always available for their convenience.

03 · Review

Review Your Campaigns

View and manage all of your current campaigns and listings, whether they are pending approval or already active. This includes the ability to view the details of each campaign or listing, make changes and edits as needed, and submit them for approval.

04 · updates

Stay Updated

A quick and easy way to track the growth of your marketplace, including monitoring your expenses and progress. This allows you to always stay informed and never miss any important developments.

Client Outcomes

Client results across the network.

The design directly contributed to advertiser retention, platform adoption, and measurable revenue lift across the retail media networks built on Topsort.

topsort.com

Poshmark

43%

Seller sales increase

Fashion resale marketplace built a
custom ad platform via API

Poshmark deployed Topsort's infrastructure and drove a 43% lift in seller sales through sponsored product placements across their resale marketplace.

Atida

35%

Revenue growth

European health marketplace monetized traffic with sponsored listings

Atida launched sponsored product placements across their health and wellness catalogue, driving 35% sustained revenue growth within two quarters of going live.

YouTravel

$35K

Creator sales in first campaign cycle

Travel booking platform launched self-serve ads, empowering creators

YouTravel's travel creators used the self- serve campaign builder to promote their own offerings — generating $35K in attributable sales in their first campaign cycle.