Automate Win-Back Campaigns in 15 Minutes With AI Agents

Turn your Q1 miss into a Q2 comeback

Imagine your boss comes to you with an urgent demand: Q1 sales numbers really didn’t hit the mark, and now it’s time to dig deep into the customer database. Your mission: find a way to reactivate former buyers who haven’t made a purchase in a really long time. You’ll have the budget to make it work, but here’s the catch — you’ll only have a week to get the campaign set up. Otherwise, you’re not going to make a dent in your Q2 numbers.

You could pull a couple all-nighters and cancel your weekend getaway. But what if AI could handle the time-consuming steps for you?

The old way vs the new way

The old way looks something like this: Days of writing SQL queries to segment customer data, manually analyzing purchase patterns, drafting personalized copy for each audience segment, applying your brand standards to every email, and setting up the entire campaign flow in your email platform. That’s easily a week of work, probably more if you’re doing it right.

The new way? Fifteen to 20 minutes. Total.

WRITER Agent can connect directly to your customer data sources like Databricks or Snowflake, analyze purchase history and spending patterns, match them to customer segments you supply, or work to identify them automatically.

It then generates personalized email copy for each persona, applies your brand standards, and sets up the complete email campaign structure in Klaviyo. The whole thing runs while you’re grabbing coffee.

How it actually works

Behind the scenes, the Playbook connects to your data warehouse and runs queries to identify different customer profiles. Someone with premium or high-value spend gets treated differently than someone who loves PC games or splurges when you run a sale. The specialized JSON code built into the Playbook handles the segmentation logic your team has refined over time, so the AI knows exactly how to query and segment the data.

Then comes the interesting part. The agent generates personalized email copy tailored to each segment while matching your company’s specific voice — conversational, benefit-focused, avoiding jargon, or whatever your style guide says. It applies your brand colors, fonts, and HTML standards automatically. Then it structures the entire multi-week campaign flow in Klaviyo, complete with triggers, filters, and event properties like customer names and last products purchased.

For a fictional electronics retailer we call Zoinks, this meant going from “we need to win customers back” to having 12 personalized emails ready to deploy across four different audience segments, all set up and scheduled.

You still drive, AI does the grunt work

Before anything is sent to customers, you’ll absolutely want to review the copy and add some of your personal spice. This isn’t about replacing your expertise — it’s about accelerating your time to launch. The human in the loop refines the final output, ensuring the agent delivers quality work and not just generic AI slop.

But imagine cutting days out of this process by having AI handle the data analysis, initial copywriting, and technical campaign setup. That leaves you free to focus on strategy, creative direction, and actually connecting with customers instead of wrestling with spreadsheets and campaign builders.

Want to see exactly how this works in practice? The video walkthrough below shows the complete setup — from connecting data sources to reviewing the final personalized emails. Seeing the live campaign structure come together is way better than reading about it.