New research guide: The Confidence Economy, how AI is changing fashion commerce.
[ 01 ]
in one sentence
What is proactive engagement?
Proactive engagement is an AI stylist opening a conversation with a shopper who shows signs of hesitating — rather than waiting in a corner to be clicked. Elara watches on-page behaviour such as time on product, size-chart views and cart removals, and when a shopper crosses a hesitation threshold it offers to build a complete look around the piece they are viewing. Around 98 of every 100 fashion-store visitors leave without buying; this is the moment it speaks.
Also called · behavioural trigger · intent-based engagement · hesitation detection
[ 02 ]
the gap
Why does it matter?
01
98 of 100 visitors leave without buying.
02
The window between hesitating and leaving is under a minute.
03
A chat bubble in the corner is a door nobody knocks on.
[ 03 ]
how it works
How does proactive engagement work?
- 01Reads the roomTime on page, size-chart views, product comparisons, add-then-remove, cursor drifting to the tab bar.
- 02Scores the hesitationSignals combine into one per-session score, against a threshold you set in Widget Studio.
- 03Speaks firstOne message written for that page and that moment, in your brand’s tone. Never a modal, never a discount.
- 04Hands over to the stylistOne reply and the brief, the look and the try-on follow.
Threshold · 0.72Pages · PDP, Collection, CartOpener · “Still deciding? I canbuild a full outfitaround this piece.”
[ 04 ]
the numbers
What does it do to the numbers?
Baymard Institute puts the share of abandoned online carts at around 70%, and most of those shoppers leave without a word. Proactive engagement exists for that silence: a single, relevant offer of help at the moment a shopper hesitates, instead of a discount code after they have already gone. It costs nothing to ignore, and it never blocks the page.
[ 05 ]
versus
How is it different from exit-intent pop-ups and generic AI chat?
[ 06 ]
use cases
Which use cases does it power?
[ 07 ]
who it is for
Who is it for?
Heads of Ecommerce who have tried exit-intent and discount pop-ups and watched margin leave with the customers.
25K–600K SESSIONS / MO
SHOPIFY & HEADLESS
APPAREL, FOOTWEAR, ACCESSORIES
[ 08 ]
pairs with
[ ? ]
questions
Anything else, book twenty minutes and ask the founder directly.
[ 09 ]
go deeper
Go deeper
Why 98% of your shoppers leave without buying
Research on why shoppers want help choosing but rarely ask for it.
Intent-based interactions reduce fashion ecommerce abandonment
How reading on-page intent changes when and how a store responds.
Behavioural trigger
Glossary: the on-page signals that tell a store a shopper is hesitating.

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