Use Cases  /  Abandoned Cart Recovery
Illustrative Use Case

One Hesitation. One Answer. One Recovered Sale.

How a conversation can answer a shopper's last question, bring them back to their cart and find the add-on a discount never would.

Disclosure. Marlow & Moss, Chris and Dana are fictional. This scenario and conversation are simulated to show how Abandoned Cart Recovery is designed to work. Nothing here is a real customer, a real result or a live demonstration.
The Scenario

He didn't leave. He just had one more question.

Chris added Daily Blend Powder to his cart at Marlow & Moss and then stopped. Nothing was wrong with the price or the product. He simply was not sure about a few details.

Chris, a fictional shopper

Marlow & Moss is a fictional ecommerce supplements brand. Chris is a made-up shopper who left a $48 item in his cart.

A conventional recovery flow might send him a discount code. But what if a discount is not what he is waiting for?

Most abandoned carts are not lost sales. They are unanswered questions.
In Chris's cart
Daily Blend Powder
$48  ·  Marlow & Moss  ·  Sample product
Suggested in the conversation
Shaker Bottle
$14  ·  Marlow & Moss  ·  Sample product
Simulated Cart Conversation

An answer, not a coupon.

This is a written example of how an Abandoned Cart Recovery conversation could unfold. It is simulated, not a live demonstration.

  1. 1Reaches out while the cart is still warm.
  2. 2Answers the real questions: how long a tub lasts and whether it is a subscription.
  3. 3Returns him to his cart with a direct link.
  4. 4Suggests one relevant add-on, with no discount.

This thread has 12 messages, so it would use 12 credits. That is more than the roughly 5 credits per checkout the model assumes. This is a more detailed conversation than average, and customers who reply only once or twice pull the average down quite a bit.

4:26
Dana · Marlow & Moss
Text Message · Today 4:26 PM
Dana: Hi Chris, it's Dana from Marlow & Moss. Still thinking about the Daily Blend Powder?
Chris: Yeah. How long does one tub last?
Dana: Each tub has 30 servings, so one scoop a day is about a month.
Chris: Is it a subscription or can I just buy once?
Dana: Either one. One-time is $48. You can also subscribe, and you can skip or cancel anytime before it ships.
Chris: ok one time is fine, I'll order
Dana: Here's the link back to your cart when you're ready: marlowandmoss.example/cart
Chris: Thanks!
Dana: It mixes best in a shaker bottle. Ours is $14 if you'd like one.
Chris: sure, send it
Dana: Here you go! marlowandmoss.example/shaker-bottle
Chris: Perfect!
SimulatedFictional brand. Not a live demonstration.

Chris has not completed his purchase in this example. It shows a proposed customer experience, not a measured result.

What Happened

Chris wasn't looking for a discount. He was looking for an answer.

Abandoned Cart Recovery used the item in his cart to start the conversation, answered two practical questions, sent him back to checkout, and then suggested something that fit what he was buying.

Timely, specific outreach

References the exact item left in the cart.

Real answers

Responds to what the shopper actually asks, using the store's own product and policy information.

A direct path back

Sends the shopper straight back to the cart to finish.

Relevant add-ons

Suggests a related product from the real catalog.

The example demonstrates a proposed customer experience, not proven conversion performance.

Financial Opportunity

What Could Recovering 10% of Abandoned Checkouts Mean?

The conversation shows how a recovery starts. This model shows why it can matter commercially. Adjust the inputs to your own store.

Your assumptions Sample data

Defaults are illustrative. Change any of them.

2,500
10050,000
10%
5%20%
$48
$20$200
20%
0%30%
$14
$5$75
Where the numbers come from. The order volume, the $48 order value, the recovery rate and the add-on assumptions (20% of recovered orders add a $14 item) are modeling assumptions for a fictional brand, not results from a real business.
How campaign cost is estimated

We reuse the assumptions from our Abandoned Cart Recovery calculator: about 80% of monthly orders is used as the number of recoverable checkouts, and each checkout uses about 5 credits. Credits are priced at $0.20 each, or at the lower bundle price when a bundle is cheaper. The first 1,500 trial credits are not subtracted. Add-on revenue is the recovered orders times the attach rate times the add-on value, and it is included in revenue and ROI. It does not change the credit estimate. Revenue is not profit: it does not subtract the cost of products, shipping, discounts or returns. Every message, sent or received, uses 1 credit. The example conversation above has 12 messages, so it would use 12 credits, longer than the roughly 5 the model assumes for a checkout.

Potential recovered revenue per month, including add-ons
$10,160
About 200 recovered orders a month from 2,500 orders a month at a 10% incremental recovery rate.
Recovered orders200
Of which add-on revenue$560
Estimated messaging credits10,000
Estimated messaging cost$2,000
Revenue per $1 of messaging$5.08
Return on messaging spend (ROI)408%
Illustrative scenarios at 2,500 orders a month, a $48 order value and add-ons included
Incremental recoveryRecovered ordersRevenueROI
5%100$5,080154%
10%200$10,160408%
12%240$12,192510%
15%300$15,240662%

Illustrative scenarios, not forecasts or actual SalesLead.ai results. Revenue is not profit. It excludes the cost of products, shipping, discounts and returns, and it is compared here only to the cost of messaging credits. ROI here means revenue minus messaging cost, divided by messaging cost. This model counts incremental recovered orders, meaning orders that would not have happened anyway, which is different from total purchases attributed to a campaign. Measuring true incrementality requires a comparison against a control group. The 10% default is the low end of the 10% to 15% range we have seen in our own testing.

Why It Is Different

A conversation, not a coupon. An answer, not a discount.

Abandoned Cart Recovery is designed to

  • Reach out about the specific items left in the cart.
  • Carry open-ended SMS conversations.
  • Answer product, shipping and subscription questions using the merchant's own information.
  • Send a direct link back to the cart.
  • Suggest relevant add-ons from the merchant's actual catalog.
  • Introduce merchant-approved incentives when appropriate.
  • Avoid automatically discounting every shopper.

Guardrails

  • Opted-in customers only, and opt-outs are honored.
  • Messages come from a named brand persona, such as Dana. It does not claim to be a human employee.
  • If a customer asks whether the conversation is automated or AI-assisted, it answers truthfully.
  • It does not give health or medical advice. Questions about conditions or medications are directed to the customer's doctor and the product label.

Abandoned Cart Recovery runs alongside Customer Winback. One is for the shopper in front of you today, the other for the customer who went quiet months ago. See the Abandoned Cart Recovery page for the full picture.

Get Started

Your Next Sale May Already Be Sitting in a Cart.

Shoppers who get as far as a cart have already shown interest. Abandoned Cart Recovery helps answer the last question and bring them back to finish.

Fully managed  ·  Carrier registration included  ·  No long-term contract
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