AI Abandonment Overview

Table of Contents

What is AI Abandonment?
What Changes With AI Abandonment?
Classic vs. AI Abandonment Experiences
How AI Abandonment Works
Benefits of AI Abandonment
Requirements & Eligibility

Wunderkind’s AI Abandonment Experiences use AI/ML to personalize send timing for each shopper after a cart, product, or category abandonment event. Instead of sending every abandonment message on a fixed schedule, AI Abandonment determines when to reach out, helping you achieve higher engagement, more conversions, and a better customer experience.

What is AI Abandonment?

AI Abandonment is an AI-powered enhancement to your existing abandonment journeys. This experience allows our clients to:

• Uses behavioral signals (such as click and purchase propensity) to assess a shopper's likelihood of converting.
• Optimizes send time for each individual, rather than using a single delay for everyone.
• Optimize how we use email and text together to drive more revenue
• Works with your existing abandonment templates and campaign logic, so you don’t need to redesign creative to benefit from AI optimization.

In short, AI Abandonment evolves past static, rules-based journeys and replaces them with a smarter, dynamic system that adapts to each shopper.
 

What Changes With AI Abandonment?

When you enable AI Abandonment:

• Your existing abandonment journeys are upgraded so that send timing becomes AI-driven instead of fixed.
• Your creative assets (templates, copy, and design) can remain the same; AI uses what you already have in place.
• Your targeting logic remains aligned with your current strategy, including your audience definitions and key business rules.

This makes AI Abandonment a high-impact, low-lift enhancement to your abandonment program.
 

Classic vs. AI Abandonment Experiences

Traditional (classic) abandonment experiences:

• Use fixed send times (for example, a message 1 hour after abandonment for everyone).
• Treat all shoppers the same, regardless of individual behavior or engagement history.
• Rely on static rules that do not change in real time.

AI Abandonment Experiences:

• Use dynamic send times, personalized to each shopper based on their behavior and likelihood to convert.
• Continuously learn from ongoing activity to refine when to send messages.
• Decide the outreach mix, choosing whether to send:
  • Email only, or
  • Email and text, depending on your texting thresholds and the shopper’s engagement patterns.
• Aim to drive a meaningful lift in conversions compared to classic abandonment journeys.

How AI Abandonment Works

AI Abandonment is designed to fit into your existing Wunderkind setup while making your abandonment program more intelligent. At a high level, here’s how it works:

1. Identify the shopper

Once a visitor is identified via PrivacyID, their activity on your site can be associated with a known profile. This enables AI Abandonment to understand who abandoned and what they interacted with.

2. Track all site sessions

The system tracks all identified sessions, including cart, product, and category views, as well as abandonment events across those touchpoints.

3. Analyze behavior and propensities

AI models evaluate each shopper using signals such as:

• Click propensity – how likely they are to engage with your messages.
• Purchase propensity – how likely they are to complete a purchase.
• Texting thresholds and engagement – how often they should receive text messages, and how they’ve engaged historically.

4. Predict the best send time and channel

Using these inputs, AI Abandonment predicts:

• The optimal time to send an abandonment message for that specific shopper.
• Whether to send outreach via email only, or via email plus text, to maximize performance.

The system also takes into account practical considerations, such as time zones and quiet hours, to avoid poor send times.

5. Apply your business rules

Before any message is sent, AI Abandonment respects your existing client rules, including:

• Quiet hours and do-not-disturb windows.
• Texting frequency thresholds.
• Any additional targeting rules configured in your abandonment program.

6. Send the AI-optimized abandonment message

Once eligibility rules are met, AI Abandonment uses your existing abandonment templates and campaign logic to send the message. The core content and targeting strategy remain intact; AI primarily optimizes when the message is sent.

Benefits of AI Abandonment

By moving from fixed schedules to AI-driven decisioning, brands can expect:

• Higher engagement
  Messages arrive when shoppers are most likely to open, click, and respond.

• Improved conversion rates
  Personalized timing helps recover more abandoned revenue than classic, rules-based journeys.

• Smarter cross-channel orchestration
  AI determines when to layer in text in addition to email, creating more personalized, dynamic connections between your brand and your customers.

• Better customer experience
  Shoppers receive more outreach that aligns with their behavior, preferences, and quiet hours.

Requirements & Eligibility

To use AI Abandonment Experiences, brands should:

• Already be live with cart, product, and/or category abandonment through Wunderkind.
• Be live on both Wunderkind Email and Text in order to support AI-driven abandonment targeting across channels.

If you’re unsure whether you meet these requirements, your Wunderkind account team can help review your current setup.

Feedback & Support

To share feedback or request enhancements:

• Submit a ticket via the Wunderkind Help Center
• Contact your Customer Success Manager for feature discussions or roadmap visibility

For technical assistance, submit a ticket via the Wunderkind Help Center or reach out to support@wunderkind.co.