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How might we help active sellers identify which listings need attention, understand why, and take the right action at the right moment?

How might we help active sellers identify which listings need attention, understand why, and take the right action at the right moment?

How might we help active sellers identify which listings need attention, understand why, and take the right action at the right moment?

What began as a broad brief to help sellers manage their items became a recommendation layer that turns listing signals into clear next steps.

What began as a broad brief to help sellers manage their items became a recommendation layer that turns listing signals into clear next steps.

Role

Product Designer · Team of 3

Scope

Research · Product Strategy · Prototyping · User Testing

Duration

2-week sprint

Category

Marketplace · Mobile

Role

Product Designer · Solo project

Scope

End-to-end product design

Duration

2-week sprint

Category

Marketplace · Mobile

About the project

Vestiaire Collective is a premium resale marketplace for fashion - giving new life to pre-loved items through a trusted, authenticated buying and selling experience. Engaged and semi-pro sellers represent the backbone of the platform, with 10 to hundreds of active listings.

600 k

active sellers

🛍️

5 M

items listed

👗

30 k

listings posted per day

📲

66 %

engaged + semi-pro

🛒

The project was completed during The Design Crew bootcamp from a brief focused on Le Chat's engagement and retention.

INITIAL CLIENT BRIEF

How might we help our engaged and semi-pro sellers manage their items and maximize their sales?

01 ———— Discovery

Seller journey audit & competitive benchmark

Since the initial brief was broad, I started by auditing Vestiaire's existing seller experience to understand what was already there before looking elsewhere.

Then I benchmarked 4 marketplace models: Vinted, eBay, Etsy and The RealReal - mapping how each platform supports sellers, from lightweight C2C flows to advanced dashboards and consignment models.

Post-listing guidance gap

Vestiaire already guides sellers during listing creation, but once items are live, sellers still have to interpret scattered signals and decide what to do next.

Vinted keeps it simple. The RealReal removes the workload entirely. eBay and Etsy offer structured dashboards with advanced guidance.

For Vestiaire, the opportunity is specific: help sellers manage their listings more effectively - without removing control, and while respecting the trust and authentication standards of luxury resale.

Workflow mapping

Boundaries shaping seller action

Competitive analysis

We benchmarked more than ten expense management products to understand common workflows, automation patterns and recurring usability issues across the market.

👑

Premium positioning

Must match Vestiaire luxury's standards

📉

Final price drops

Once a price is lowered, it cannot be reversed

🧐

Trust first

Authentication cannot be bypassed

🔒

Limited live edits

Sellers have restricted ability to modify listings once live

🎛️

Seller control

Sensitive actions must remain a conscious decision

💻

Unknown back end

Ranking and recommendation logic are not visible

Main observations

Main observations

Sellers are already guided during listing creation:

Sellers are already guided

during listing creation

selling chance indicator

step by step selling advice

step by step selling advice

prompts to disclose item flaws

Sellers can see signals

once listings are live

stats: views last week, days online

interested members

interested members

stats: views last week, days online

But they seem to be left to interpret them on their own.

User research

The available research panel was composed of 4 active resale sellers using Vinted.

To avoid drawing invalid conclusions from a different context, I only retained behaviours that were transferable to Vestiaire: managing listings after publication, reading performance signals, deciding when to act, and balancing price, effort and visibility.

This was a deliberate methodological choice: narrow the research scope, focus on post-publication behaviours, and cross-check findings against Vestiaire's own product constraints.

Sandra, 39

~680 listings

Marina, 45

~400 listings

Pauline, 28

~50 listings

Noémie, 33

~15 listings

Sandra, 39

~680 listings

Pauline, 28

~50 listings

Marina, 45

~400 listings

Noémie, 33

~15 listings

Main hypotheses

☐ Volume creates mental load

☐ Sellers struggle to prioritize

☐ Price is sensitive

☐ They misread signals

☐ Visibility is central but opaque

🎙️ 45-min semi-structured interviews

Remote video calls

What I learned

Sellers don’t lack information.

They lack guidance to understand what matters and what to do next.

INSIGHT #1

use signals

4/4

use signals

use signals

→ views show visibility
→ saves show interest
→ offers show intent

use signals

"I look at the views and the saves"

Pauline

INSIGHT #2

INSIGHT #1

4/4

rely on intuition

use signals

→ no clear diagnosis
→ no priority order
→ decisions made case by case

use signals

"I'ts a gut feeling"

Marina

INSIGHT #3

INSIGHT #1

3/4

want to know what to do next

use signals

→ price is sensitive
→ effort must feel worth it
→ next action is not obvious

use signals

"I'd rather be told what to do"

Noémie

OPPORTUNITY #1

INSIGHT #1

Turn signals into diagnostics

use signals

OPPORTUNITY #2

INSIGHT #1

Help sellers prioritize

use signals

OPPORTUNITY #3

INSIGHT #1

Recommend the right lever

use signals

What I learned

Sellers don’t lack information.

They lack guidance to understand what matters and what to do next.

INSIGHT #1

use signals

4/4

use signals

use signals

→ views show visibility
→ saves show interest
→ offers show intent

use signals

"I look at the views and the saves"

Pauline

INSIGHT #2

INSIGHT #1

4/4

rely on intuition

use signals

→ no clear diagnosis
→ no priority order
→ decisions made case by case

use signals

"I'ts a gut feeling"

Marina

INSIGHT #3

INSIGHT #1

3/4

want to know what to do next

use signals

→ price is sensitive
→ effort must feel worth it
→ next action is not obvious

use signals

"I'd rather be told what to do"

Noémie

INSIGHT #1

INSIGHT #1

use signals

use signals

4/4

4/4

use signals

use signals

use signals

use signals

→ views show visibility
→ saves show interest
→ offers show intent

use signals

use signals

"I look at the views and the saves"

"I look at the views and the saves"

Pauline

Pauline

INSIGHT #2

INSIGHT #2

INSIGHT #1

INSIGHT #1

4/4

4/4

rely on intuition

rely on intuition

use signals

use signals

→ no clear diagnosis
→ no priority order
→ decisions made case by case

use signals

use signals

"I'ts a gut feeling"

"I'ts a gut feeling"

Marina

Marina

INSIGHT #3

INSIGHT #3

INSIGHT #1

INSIGHT #1

3/4

3/4

want to know what to do next

want to know what to do next

use signals

use signals

→ price is sensitive
→ effort must feel worth it
→ next action is not obvious

use signals

use signals

"I'd rather be told what to do"

"I'd rather be told what to do"

Noémie

OPPORTUNITY #1

INSIGHT #1

Turn signals into diagnostics

use signals

OPPORTUNITY #2

INSIGHT #1

Help sellers prioritize

use signals

OPPORTUNITY #3

INSIGHT #1

Recommend the right lever

use signals

OPPORTUNITY #1

INSIGHT #1

Turn signals into diagnostics

use signals

OPPORTUNITY #2

INSIGHT #1

Help sellers prioritize

use signals

OPPORTUNITY #3

INSIGHT #1

Recommend the right lever

use signals

OPPORTUNITY #1

OPPORTUNITY #1

INSIGHT #1

INSIGHT #1

Turn signals into diagnostics

Turn signals into diagnostics

use signals

use signals

OPPORTUNITY #2

OPPORTUNITY #2

INSIGHT #1

INSIGHT #1

Help sellers prioritize

Help sellers prioritize

use signals

use signals

OPPORTUNITY #3

OPPORTUNITY #3

INSIGHT #1

INSIGHT #1

Recommend the right lever

Recommend the right lever

use signals

use signals

03 ———— Develop

02 ———— Define

Rescoping the brief

User research confirmed a pattern already visible in the product audit:

Sellers don’t lack information. They lack help deciding what to do with it.

So I reframed the initial brief from managing items broadly to supporting post-publication decisions:

INITIAL CLIENT BRIEF

How might we help our engaged and semi-pro sellers manage their items and maximize their sales?

REFRAMED PROBLEM STATEMENT

How might we help active sellers identify which listings need attention, understand why they are underperforming, and take the right action at the right moment?

03 ———— Ideation

Exploring interaction patterns

We started with divergent ideation to explore multiple concepts without constraints. Once a promising direction emerged, we looked beyond expense management tools to identify familiar interaction patterns that could strengthen the experience.

progress overview

limit indicators

Bankin'

stacked cards

swipe actions

Cleanfox

Bankin'

Jumio

IOS

capture guidance

smart autofill

batch capture

status indicators

Camscanner

Airwallex

Pattern exploration

These patterns shaped the first version of our product concepts.

03 ———— Develop

Ideation

After defining the challenge and success metrics, I moved into ideation to explore how Vestiaire could help sellers act on listing signals. I explored several directions:

Priority listings

Attention alert

AI scoring

Filters and sorting

Recommendation

Seller checklist

AI review

Seller dashboard

Filtering the ideas

I used the constraints identified during the audit to narrow the solution space.

The goal was not to bypass Vestiaire’s constraints, but to design within them: price drops are final, some listing changes may require review, live listings have limited editability, and I did not have access to the full backend or operational logic.

This led me to filter ideas through 3 criteria:

🛠️

Feasibility

What could be designed realistically without assuming unknown backend logic

💪

Seller control

what would preserve control over sensitive actions such as price drops or listing edits

🚧

Vestiaire's boundaries

What would respect the constraints revealed by the audit

3 main design trade-offs

Pattern inspirations

Before sketching solutions, I looked at interaction patterns from other products to understand how they help users prioritize, act or avoid mistakes.

The goal was to identify useful mechanics that could be adapted to Vestiaire’s seller context.

Etsy: Today's top tasks

TodoIst: Prioritization

Airbnb: Warnings before final actions

Ebay: Seller hub filters

Duolingo: Feedback

Solution

The selected direction was Needs attention: a lightweight recommendation layer inside the existing Listings experience.

Instead of asking sellers to scan their catalogue manually, the feature surfaces listings that may need action, explains why, and connects each diagnosis to an existing seller lever.

CORE UX LOGIC

See → Understand → Act → Confirm → Follow up

DIAGNOSTIC #1

DIAGNOSTIC #1

use signals

use signals

Low saves

Low saves

Item viewed often but rarely saved

Viewed often but rarely saved

DIAGNOSTIC #2

DIAGNOSTIC #2

INSIGHT #1

INSIGHT #1

No activity

No activity

No recent views or saves

DIAGNOSTIC #3

DIAGNOSTIC #3

INSIGHT #1

INSIGHT #1

Expired offer

Expired offer

Offer did not convert

RECOMMENDED ACTION

RECOMMENDED ACTION

INSIGHT #1

INSIGHT #1

Turn signals into diagnostics

Turn signals into diagnostics

RECOMMENDED ACTION

RECOMMENDED ACTION

INSIGHT #1

INSIGHT #1

Help sellers prioritize

Help sellers prioritize

RECOMMENDED ACTION

RECOMMENDED ACTION

INSIGHT #1

INSIGHT #1

Recommend the right lever

Recommend the right lever

CORE UX LOGIC

See → Understand → Act → Confirm → Follow up

RECOMMENDED ACTION

INSIGHT #1

Turn signals into diagnostics

RECOMMENDED ACTION

INSIGHT #1

Help sellers prioritize

RECOMMENDED ACTION

INSIGHT #1

Recommend the right lever

04 ———— V1

Designing a testable prototype

I translated the Needs attention concept into a high-fidelity mobile prototype.

With partial access to Vestiaire’s design system, I reused available components and recreated existing seller flows where needed. The goal was to keep the prototype consistent with the current product experience rather than redesign the interface visually.

With partial access to Vestiaire’s design system, I reused available components and recreated existing seller flows where needed.

The goal was to keep the prototype consistent with the current product experience rather than redesign the interface visually.

Each screen was designed as a concrete seller step, from identifying the issue to tracking the result.

The screens below show one full V1 flow and two condensed diagnostic flows.

DIAGNOSTIC #1

Low saves

Item viewed often but rarely saved

See

See

Listing flagged

Listing flagged

Understand

Understand

Diagnosis explained

Diagnosis explained

Act

Act

Recommended action

Recommended action

Confirm

Confirm

Action checked

Action checked

Follow up

Follow up

Status updated

Status updated

DIAGNOSTIC #2

No activity

No recent views or saves

Understand

Confirm

Follow up

DIAGNOSTIC #3

Expired offer

Offer did not convert

Understand

Confirm

Follow up

Confirmation is used differently depending on the action: to prevent irreversible changes for price drops, and to clarify the review step for photo updates.

05 ———— User testing

User testing

I tested the V1 prototype with 5 resale sellers to validate comprehension, actionability and perceived value.

✅ WHAT WORKED

understood “Needs attention”

5/5

understood “Needs attention”

understood “Needs attention”

5/5

acted on at least 1 recommendation

understood “Needs attention”

5/5

expressed value or interest

understood “Needs attention”

“You don’t have to figure out what to do."

Benjamin

“That’s a phenomenal addition.”

Connie

❌ WHAT NEEDED IMPROVEMENT

INSIGHT #1

0/5

spontaneously understood “Flash Price Drop"

use signals

3/5

skimmed the explanatory text

use signals

3/5

perceived the primary CTA as the expected action

use signals

“I actually don’t know what a Flash Price Drop is.”

Margaux

“I scan more than I read.”

Manal

06 ———— V2

Iterating the experience

Based on user testing, I focused the V2 iteration on clarity, action hierarchy and scalability.

ITERATION #1

From unclear explanations to actionable diagnostics

I shortened the copy to reduce skipped text, while keeping the crucial information sellers needed before acting: the signal, the recommended action and its consequences.

ITERATION #2

From static priority list to scalable seller view

I added search, Needs attention / All listings tabs and filters to help sellers navigate larger catalogues.

08 ———— Final experience

Final prototype

ITERATION #1

From unclear explanations to actionable diagnostics

I shortened the copy to reduce skipped text, while keeping the crucial information sellers needed before acting: the signal, the recommended action and its consequences.

V1

flash price drop unclear

flash price drop unclear

primary CTA felt too directive

primary CTA felt too directive

V1

flash price drop unclear

V2

primary CTA felt too directive

added expired-offer context and 48h framing

item stats inside the listing

rewording of the flash price drop diagnostic

displayed one recommended action alongside visible alternatives

V2

added expired-offer context and 48h framing

item stats inside the listing

item stats inside the listing

rewording of the flash price drop diagnostic

rewording of the flash price drop diagnostic

displayed one recommended action alongside visible alternatives

ITERATION #2

From static priority list to scalable seller view

I added search, Needs attention / All listings tabs and filters to help sellers navigate larger catalogues.

V1

priority listings surfaced, but not scalable

diagnostic labels were too generic

V2

tabs and filters make the list scalable for larger seller catalogues

made some diagnostics more specific

08 ———— Final experience

Final prototype

The V2 prototype shows the full seller journey, from identifying a listing that needs attention to tracking the result after action.

09 ———— Success metrics

KPIs

As the feature was not shipped, these KPIs define how I would evaluate whether the recommendation layer helps sellers act on listing signals and improves sales performance.

↑ RECOMMENDATION-TO-ACTION RATE

% of recommendations that trigger a seller action. Measures whether sellers act on the guidance.

↓ TIME TO SUBMIT:

Median time from receipt capture to expense submission.

↑ RECOMMENDED LISTING CONVERSION RATE

↓ MANUAL CORRECTION RATE:

% of recommended listings that sell. Measures whether recommendations improve listing performance.

% of automatically pre-filled expenses requiring user correction.

↓ TIME TO SALE AFTER RECOMMENDATION

↓ EXPENSES RETURNED BY FINANCE:

Average time between a recommendation and the sale. Measures whether recommendations help listings sell faster.

% of submitted expenses requiring correction or additional information (Baseline: 30% → Success = decrease)

% of users who correctly understand reimbursement limits, current status and next steps.

10 ———— Going further

Next opportunities

The V2 prototype focused on helping sellers act on priority listings. These next opportunities would make the system more scalable, contextual and flexible for larger seller catalogues.

📈

Add stronger market context

Show average time to sell, recent similar sold items and price ranges to help sellers judge whether an action is relevant.

🔓

Controlled bulk actions

Let sellers add or remove multiple listings at once, and review grouped price updates with final confirmation for each price drop.

Let sellers snooze recommendations

Allow sellers to hide or postpone recommendations they do not want to act on immediately.

Reflection

AUTOMATION ISN'T ENOUGH

Reducing cognitive load wasn't only about automating tasks. It also meant reducing decisions and directing attention to what actually required user input.

VISIBILITY NEEDS STRUCTURE

Making more information visible doesn't necessarily make a process clearer. Hierarchy and progressive disclosure became essential as the experience grew.

DESIGN BEYOND THE HAPPY PATH

Designing for errors, uncertainty and required actions proved as important as designing the ideal submission flow.

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