7 October 2026International edition
Vol. I · No.
7 October 2026
AI in Fashion
DAILY
The daily briefing on AI in the fashion business
Where fashion meets artificial intelligence.
Glossary

What is cart abandonment in fashion e-commerce?

When an online shopper adds items to their basket but leaves the site without completing the purchase.

In short

Cart abandonment happens when a shopper adds products to an online basket but leaves before completing the purchase. The cart abandonment rate is the share of sessions with a filled basket that do not result in an order, and it is a key diagnostic for fashion webshops and apps.

How does it work in practice?

Analytics tools track the steps from add-to-basket through delivery details and payment to order confirmation. Drop-offs at each stage reveal friction points. In fashion, shoppers often add several sizes or styles while deciding, use the basket as a wish list, or abandon when they see delivery costs, return conditions or a lack of preferred payment methods.

Brands respond in two ways. They reduce friction by offering guest checkout, clear delivery and return information early, saved payment details and fast mobile checkout. They also try to recover abandoned baskets through reminder emails or app notifications, sometimes with stock or price alerts, where customers have consented to marketing.

Why does it matter for fashion businesses?

Shoppers who add items to a basket have shown strong intent. Recovering even a small share of them can have a meaningful impact on revenue without additional acquisition spend. Analysing why customers abandon also highlights wider problems, such as unclear sizing, uncompetitive delivery terms or technical issues on certain devices.

How is AI changing it?

Machine learning models predict which sessions are likely to be abandoned and can trigger timely help, such as a size recommendation, a chat assistant or delivery information. Personalised recovery messages choose the right timing, channel and content for each customer. AI-driven size prediction also tackles a key fashion-specific reason for hesitation: uncertainty about fit.

Common pitfalls

  • Sending discount codes automatically, which trains customers to abandon baskets on purpose.
  • Hiding delivery or return costs until the final step.
  • Measuring abandonment without separating browsing behaviour from genuine checkout problems.

Frequently asked questions

Why do customers abandon their shopping carts?

Common reasons include unexpected costs at checkout, mandatory account creation, a long or confusing checkout, missing payment options and uncertainty about size or fit. Many shoppers also use the basket simply to save items for later.

How can fashion brands reduce cart abandonment?

Showing total costs early, offering guest checkout and popular payment methods, giving clear size guidance and sending timely reminders to consenting customers all help. Testing changes with A/B tests shows which measures actually work.

All terms