What does "purchase intent prediction" actually mean?

Question

I'm hearing more about 'purchase intent prediction' in e-commerce, but I'm struggling to understand what it really means. As a business owner, I want to know how this technology can help me convert more visitors into customers. What exactly is purchase intent prediction? How do businesses use it to improve their sales strategy? I'm looking for a clear explanation that breaks down the concept in practical terms that I can apply to my own online store.

Muhammed Tüfekyapan · Accepted Answer

Handling Returning Customers in Growth Suite
Showing the same discount to a loyal returning customer as a first-time visitor costs you margin unnecessarily. Growth Suite's behavioral targeting distinguishes between visitor types to protect your profitability.

Returning Customer Targeting Options

Scenario
    Recommended Setting
    Why

Loyal customer (3+ orders)Suppress offers or show loyalty rewardThey'd buy anyway - protect margins
    Lapsed customer (6+ months)Win-back offer with larger discountRe-engagement is worth the cost
    Returning browser (no orders)Same as new visitor or slightly elevated offerHigh intent but still uncommitted
    Customer who used discount beforeDifferent offer or cooldown period appliesPrevent repeat discount dependency
    VIP / high AOV customerNo discount or exclusive reward onlyMaintain perceived value for premium segment

Dedicated Buyers - The Core Logic

Growth Suite identifies visitors with strong purchase signals (direct navigation, long session, multiple product views) as dedicated buyers. These visitors see no discount offers - they were going to convert anyway.
  Only walk-away customers (visitors showing exit behavior, low engagement, or price sensitivity signals) receive offers. This targeting precision is what separates Growth Suite from blanket discount tools.

Purchase Intent Prediction: Growth Suite's Advanced Behavioral Targeting scores each visitor in real time. Returning customers who have already purchased are tagged as dedicated buyers and excluded from discount campaigns unless you explicitly create a retention-specific campaign for them.

What does "purchase intent prediction" actually mean?

TL;DR - Quick Answer

Complete Expert Analysis

Handling Returning Customers in Growth Suite

Returning Customer Targeting Options

Dedicated Buyers - The Core Logic

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Muhammed Tüfekyapan

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Use Cases

Scenario	Recommended Setting	Why
Loyal customer (3+ orders)	Suppress offers or show loyalty reward	They'd buy anyway - protect margins
Lapsed customer (6+ months)	Win-back offer with larger discount	Re-engagement is worth the cost
Returning browser (no orders)	Same as new visitor or slightly elevated offer	High intent but still uncommitted
Customer who used discount before	Different offer or cooldown period applies	Prevent repeat discount dependency
VIP / high AOV customer	No discount or exclusive reward only	Maintain perceived value for premium segment