Relevant answers
Resolve supported product questions using current catalogue facts.
ABANDONED CART RECOVERY · AI WORKFORCE
Help interested shoppers finish with confidence.
Objections answered and availability checked, measured on completed orders rather than messages sent.
A defined business outcomeEvidence in your systemsHire or build the responsible role
WHAT BETTER LOOKS LIKE
Start with the result your team needs.
These are the intended outcomes to validate for your deployment. Judge the employee by the work completed and the exceptions handled, not by conversation volume alone.
An eligible next step
Share a checkout route that reflects current availability and approved offers.
Traceable conversion
Evaluate completed orders against the eligible cart cohort, not links sent.
THE EVIDENCE STANDARD
A recovered conversation is not a recovered order.
Measure the pilot against agreed completion criteria and verify each outcome in your systems.
WHAT COMPLETION LOOKS LIKE
An order, not just a return to checkout.
Completion follows confirmed evidence. Each state below depends on the required source record.
Commerce record
Checkout route prepared
Cart and current availability matched
Awaiting next source confirmationCheckout route prepared
Cart and current availability matched
Shown in this exampleCustomer resumes
Checkout event recorded for the same cart
Pending evidenceOrder confirmed
Commerce source confirms the completed order
Pending evidence
A link or resumed checkout is not a purchase. Attribution alone does not prove incremental revenue. No live records or measured performance are shown.
| Outcome to validate | Evidence that supports it | What is not sufficient |
|---|---|---|
| Eligible follow-up | Matched cart, current items and applicable contact rules. | Every abandoned session treated as contactable. |
| Checkout resumed | Referenced checkout event for the same cart. | A link sent or a positive reply. |
| Order completed | Confirmed order linked to the eligible cohort. | A started checkout reported as revenue. |
Compare against your own baseline.
Agree the cohort and observation window. Separate contact, checkout resumption and orders, and account for customers who would have returned without outreach before claiming incremental revenue.
THE WORKFLOW
See the responsibility in action.
See the employee’s actions, the record it prepares and when a person takes ownership.
SARAH AT WORK
From checkout hesitation to an informed next step.
Sarah autonomously answers pre-purchase product questions, checks availability, helps with checkout, follows up on eligible carts and routes placed-order or return requests to the correct specialist. Switch to an exception to see when, and why, your team steps in.
The conversation
I left my order at checkout. Does this item come in a smaller size?
SARAH
Let’s check the available sizes and your saved cart before you continue.
Conversation → structured context
Sarah
Match product or cart and contact preferences
Autonomous · within your rules
Commerce + inventory
People join only when needed
Saved cart
- Cart · matched to customer
- Question · size availability
- Next step · eligible checkout link
SYSTEM ACTION
Match product or cart and contact preferences
Awaiting workflow steps
Step 1 of 4 · Understand
Example sequence only. Channels, integrations and permitted actions are configured and validated for your deployment.
PUT A ROLE BEHIND THE OUTCOME
Hire Sarah. Or build your own.
Choose a pre-built role, then configure its knowledge, supported actions and limits for your environment.
Sarah
E-commerce Customer Support Representative
Answer approved product questions and help customers resume eligible checkout.
Hire Sarah →Build a custom workforce
Design a responsibility around your outcome, systems and exception rules. Agree the evidence that will establish completion before adding channels or expanding autonomy.
Build your workforce →MAKE THE OUTCOME SUPPORTABLE
Agree the access, authority and evidence.
A credible pilot needs the right source records and clear boundaries. Review the proposed scope with the owners who will operate and assess it.
Connect the source of truth
Scope commerce, inventory, approved promotions and order records. Confirm cart matching, contact permissions and source freshness.
Review integration requirements →Keep decisions with the right owner
Expired coupons, discretionary discounts and unavailable products must not turn into invented promises. Route exceptions to commerce support.
Review governance & security →Bring evidence to the first discussion.
Share anonymized examples, the current outcome definition, baseline measurements and cases that went wrong. Agree the test cohort, observation window and release criteria. Keep unresolved and failed cases visible in the evaluation.
ABANDONED CART RECOVERY QUESTIONS
Understand the outcome, and its limits.
What is AI abandoned cart recovery?
AI abandoned cart recovery is a workflow an AI employee owns from first contact to a completed order or a clear no, answering objections and checking availability rather than only sending reminders.
Can Sarah create a discount?
Only approved offers within configured authority should be used. An expired coupon or request for an exception goes to commerce support.
How do we measure incremental recovery?
Compare equivalent eligible groups over the same period, ideally with a holdout where appropriate. Confirm orders and account for natural returns; attributed orders alone do not prove incremental uplift.
What if stock changes?
Recheck availability before recommending the next step. Preserve uncertainty and avoid promising inventory that the source cannot confirm.
Will every abandoned cart be contacted?
No. Define eligibility, contact permissions, timing and stop conditions. Stop or update follow-up when the order state changes.
How do we measure success?
Agree a baseline and completion criteria for the workflow. Compare outcomes using your source records, including verified system changes, human review and unresolved cases.
Can we hire a pre-built employee or build our own?
Both. Start with a pre-built responsibility shown here, or design a custom role around your outcome. In either case, scope knowledge, system access, permitted actions and exception ownership before launch.
What do we need for a pilot?
Bring the target outcome, baseline records, representative requests and exceptions, required systems and an accountable owner. Agree success criteria and data-handling requirements before testing. Timing depends on access, integration and review work rather than a universal launch promise.
Which integrations and channels are supported?
Confirm the specific systems, API operations, access requirements and channels with the implementation team. The categories here are a scoping guide, not a native-integration guarantee. Test failure handling and result verification as well as successful interactions.
CUSTOMER REVIEWS ON G2
From conversations to completed work.
4.9/ 5
1 / 7
START WITH A RESULT YOU CAN VERIFY
What would a better outcome look like for your team?
Bring one responsibility and the records that define success. We’ll scope the employee and the evidence needed to evaluate it.