AI-Powered Redesign:

B2B SaaS Logistics Dashboard

Role

Product Designer

Duration

2 Days

Industry

Logistics SaaS

Type

Dashboard Redesign

Project Overview

By leveraging an AI-powered workflow to analyze deep user friction, specifically 'flat' data and obscured deadlines, I redesigned the interface to surface real-time carrier cutoffs and AI-driven risk mitigation. This shift moves the user from manual data management to decisive operational action within the first 90 seconds of their day.

ChatGPT

Research & ideation

Gemini

Content generation

Claude

UX analysis

Figma Make

Rapid prototyping

Stitch

Design systems

Before

After

AI-Assisted Design Workflow

01

AI-Powered Research

Used a parallel AI workflow (Claude & Gemini) to analyse feedback from Reddit, G2, and ShipStation’s community forums

02

Information Architecture

Using my own experience and Gemini’s output, I divided the dashboard into four main zones and reworked the information architecture.

03

Rapid Prototyping

By prompting Claude Code, Stitch, and Figma Make, I generated several initial screens, then brought them into Figma via Figma MCP for refinement. This significantly sped up the exploration process and saved time.

04

Final Design

Brought the design into Figma, added annotations to guide the design toward the project goals and maintain brand consistency, and then produced the final screen.

01 AI-Powered Research Outcomes

Problem

Operational Blind Spots and Missing Urgency Cues

Fragmentation Between System Sync and User Reality

High Cognitive Load via Technical Taxonomy

Critical Data Buried in Multiple Navigation Levels

My annotations

no visual indicators (KPIs) or countdowns for Carrier Cutoff Times

the system lacks a Sync Status indicator with new orders

Labels like "Open Batches" or "Awaiting Shipment"= daily mental tax

High-frequency actions are hidden behind menus

02

INFORMATION ARCHITECTURE & Key Features Redesign

Zone 1 (The Mission Control)

Top-level overview with search, daily KPIs, shipment deadlines, and today’s workload.

Zone 2 ( Navigation & Actions)

Core menu for orders, shipments, returns, and quick actions like batch creation, label printing, and import.

Zone 3 (Priority Queue)

Main working area showing orders by urgency, status, and deadline, with fast filtering for action.

Zone 4 (Sync & Risk Monitor)

Live store sync status, carrier health, and operational alerts that need immediate attention.

03 Rapid Prototyping

I prompted different AI tools, including Claude Code, Google Stitch, and Figma Make, using the project context, information architecture, and defined dashboard zones. From that process, I generated these initial designs.

FreightView

Cutoffs

GLS — 0h 48m

DHL Express — 1h 42m

UPS Standard — 4h 10m

Orders today

284

↑ 12% above Mon avg

Need attention

6

Mo, 14.04  ·  09:14

Urgency Triage

Cutoff Risk

3 orders

#DE-84201

↯ 0h 48m — GLS

Hamburg 22301

·

2.4 kg

·

Amazon.de

Not yet in batch

Add to Batch

#DE-84198

↯ 0h 48m — GLS

Bremen 28195

·

1.1 kg

·

eBay.de

Not yet in batch

Add to Batch

#DE-84155

1h 38m — DHL Express

Amsterdam 1011

·

3.8 kg

·

Shopify

Not yet in batch

Add to Batch

#DE-84201 and #DE-84198 can be batched together — same GLS route, same pickup slot.

Batch Both

Dismiss

Needs Input

3 orders

#DE-84187

Address incomplete

Berlin 10115

·

Missing house nr.

Fix Address

#DE-84162

Payment pending

Rotterdam 3011

·

Shopify

Review

#DE-84149

Weight missing

Copenhagen 1050

·

eBay.de

Add Weight

Ready to Process

275 orders across 4 carriers

DHL Express

International Priority

94

orders

Est. time

~9 min

Avg weight

2.1 kg

Cutoff

1h 42m

Shopify 41

Amazon.de 38

eBay.de 15

Last batch: today 07:40

Start Batch

DHL Freight

Domestic Economy

71

orders

Est. time

~7 min

Avg weight

4.8 kg

Cutoff

3h 15m

Shopify 29

Amazon.de 31

eBay.de 11

Last batch: Fri 08:12

Start Batch

UPS Standard

EU Ground

68

orders

Est. time

~6 min

Avg weight

1.7 kg

Cutoff

4h 10m

Shopify 22

Amazon.de 30

eBay.de 16

Last batch: today 08:55

Start Batch

GLS

ParcelShop Domestic

42

orders

Est. time

~4 min

Avg weight

0.9 kg

Cutoff

0h 48m

Shopify 18

Amazon.de 14

eBay.de 10

Last batch: Fri 09:01

Start Batch

Anomaly Feed

2 detected

▲ collapse

Return rate up 34% vs. your 7-day average — 18 returns logged before 10:00. Unusual for a Monday. Most returns are from Amazon.de orders shipped last Thursday.

View Orders

Dismiss

DHL Express reporting delays in NL postal zone 1000–1099. 11 of your orders are affected. Expected delay: +1 business day.

View 11 Orders

Dismiss

Refining AI Concepts with Claude Skill and Design References

The structure of the generated designs was close to what I wanted, but the visual direction was not. To improve this, I used Claude more deliberately: I provided competitor screenshots and my design system library as references, then asked it to review and refine each concept to better match the look and feel I was aiming for. This resulted in stronger, more aligned design directions.

ShipStation

Search orders, recipients, tracking numbers…

Scan

⌘K

JD

John D.

Cutoff

UPS

45m

FedEx

3h 20m

Labels Today

150 / 200

45

Ready to Label

12

Payment Blockers

240

Shipped Today

Operations

Orders

307

Shipments

Returns

Products

Inventory

Quick Actions

Create Batch

Print Label

Import CSV

Settings

Help & Support

Add-Ons

Current Workload

307

Filter

All

Ready to Label

45

Needs Payment

12

On Hold / Blocked

8

Overdue

#ORD-4821

26h

Sarah Mitchell

UPS Ground

SKU-103 · 2 items

AMZ

Overdue

#ORD-4819

25h

James Hoffman

FedEx 2-Day

SKU-091 · 1 item

SHF

Urgent

#ORD-4822

4h

Liu Wei

UPS Next Day

SKU-055, SKU-002 · 4 items

EBY

Blocked

#ORD-4818

18h

Marcus Green

USPS First

SKU-022 · 1 item

AMZ

New

#ORD-4830

12m

Priya Nair

USPS Priority

SKU-017 · 1 item

AMZ

New

#ORD-4831

8m

Carlos Rivera

FedEx Ground

SKU-005 · 3 items

SHF

New

#ORD-4832

3m

Aiko Tanaka

UPS Ground

SKU-088 · 2 items

EBY

New

#ORD-4833

1m

Rachel Kim

FedEx Priority

SKU-033 · 5 items

SHF

Urgency

Order #

Age

Recipient

Service

SKU / Items

Source

Store Sync

AMZ

Amazon

2m ago

+12

SHF

Shopify

5m ago

+3

EBY

eBay

1m ago

Carrier Health

UPS

Operational

FedEx

Operational

USPS

Delay ↗

AI Alerts

🌧

Weather Delay Risk

Heavy rain in Chicago. 5 shipments at risk — suggest Express?

Review →

📍

Address Errors

2 orders with invalid zip codes. Fix before printing.

Fix Now →

📦

Stock Alert

SKU005 low — 10 orders will exceed current stock.

View SKU →

Store Heartbeat

Amazon FBM

Synced 2m ago

+14 New Orders

Shopify Plus

Synced 5m ago

+8 New Orders

eBay Global

Syncing...

0 New Orders

Carrier Health

UPS

FedEx

USPS

AI Risk Mitigation

Weather Alert: Chicago

Heavy rain delaying outbound pickups

from Hub-04.

Address Risk (12)

Invalid zip formats detected in batch

#902.

Current Workload

92 Active Orders pending fulfillment

Filter

Sort

Ready to Label (45)

Needs Payment (12)

On Hold / Blocked (8)

Awaiting Shipment (27)

Urgency

Order

#

Age

Recipient

Service

SKU/Items

Source

#98342

3 days

Sarah

Jenkins

UPS Ground

2x SKU-99

Shopify

#98345

12

hours

Mike Rollins

USPS First

Class

1x SKU-04

Amazon

#98348

2

hours

Emma

Watson

FedEx

Express

5x SKU-12

eBay

#98350

45

mins

John Doe

UPS Next Day

1x SKU-88

Shopify

Create New Batch

Print Single Label

Import CSV

Quick Scan

Operations

Orders

Shipments

Returns

Inventory

Analytics

UPS Pickup

45 mins remaining

Ready to Label

45

Payment Blockers

12

Shipped Today

240

Throughput Efficiency

75%

ShipStation

Search orders, customers, or scan barcode...

Alex Chen

Warehouse Lead

04 Final Design

I chose the strongest direction, synced it with Claude Code through Figma MCP, and brought the screens into Figma. After annotating key elements to align the design with the brand and project goals, I refined the final screens in Figma.