AI agent for e-commerce managers
Abandoned Cart Flow Testing Agent
Raise recovered cart revenue after discounts through a steady series of tests
What it does
Most stores send the same cart recovery email for years and never learn whether a different timing or offer would recover more. This agent runs the tests. It reads cart data, such as abandon rate by value and product type, then proposes variants for timing, subject line and offer, and sets up a test so that each variant gets a fair share of shoppers. At set points it checks results, waits for enough data, and ends variants that are clearly weaker. It picks a winner using recovered revenue after discounts, not opens. It then proposes the next test. The manager approves each test and any discount. Edge case: a variant gets a lot of discount use but low margin. The agent compares profit, not revenue.
How it works
Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.
Read the steps as a list
- Monthly test cycle starts
- Read cart data and past test results
- Propose test variants for timing, subject and offer
- Estimate the shoppers needed for a reliable result
- Manager approves the test and any discountThe agent waits here for your OK.
- Set up the test in the email tool with fair splits
- Check results at set points
- Is there enough data for a reliable difference?If not: Wait for more shoppers and check again at the next point. Back to step 7.
- End weak variants and compare profit after discounts
- Does the leader beat the control on profit?If not: Keep the control and design a new test. Back to step 2.
- Winner report and next test plan
How it decides
A variant wins when it recovers more profit per 1,000 carts with statistical confidence. It stops variants with a clear loss after enough shoppers.
- Need at least 1,000 carts per variant before judging
- A variant is stopped when it is worse with 95 percent confidence
- Compare profit after discount, not open rate
- Never run two overlapping discount tests on the same shoppers
Make it yours
Every agent is a starting point. You choose these settings for your own situation.
- Minimum carts per variant (default 1,000)
- Confidence level
- Maximum discount
- Test length cap
- Metric to optimize
What keeps you in control
It always asks you first
- Manager approves each test design and every discount level
Hard limits
- Never launches a test or discount without approval
- Does not send to people who unsubscribed
It stops when
- Done: winner chosen and rolled out
- Stop: results are unclear after the maximum test length, keep the control
Set it up
We guide you through the set-up, step by step
Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.
- One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
- The agent then walks you through connecting your own data, one source at a time
- A downloadable copy with the flow chart, the rules and the full guide
