Published 23 October 2026
START WITH THE GAPS IN THE BUYING JOURNEY
Rising acquisition costs, creative that fatigues faster than it can be replaced, support tickets scaling with volume, and platform-reported ROAS that does not reconcile with the bank.
This guide describes the workflow design published in Xiilio’s industry playbook. It is not a case study or a claim of achieved results. Access, permissions and the connected systems determine what can be deployed.
- Acquisition cost rises faster than average order value
- Creative fatigues faster than the team can replace it
- Support ticket volume scales linearly with orders
- Platform-reported ROAS does not reconcile with contribution margin
MAP THE HANDOVERS BEFORE ADDING AUTOMATION
Write down the decision at each stage, who owns it and what information the next person needs. Qualification is not a substitute for a regulated or commercial decision.
- Discovery: Paid social, search or creator content introduces the product.
- Consideration: Reviews, sizing, delivery and returns questions decide whether the basket fills.
- Checkout: Friction, shipping cost or a last question causes the abandonment.
- Repeat: Post-purchase experience and replenishment timing determine lifetime value.
WHERE IS MY ORDER
Agree these steps with the owning team, test the handovers and review exceptions before enabling the workflow.
- Customer asks about an order on any channel
- ARIA verifies identity against the order record
- Tracking status returned from the carrier or store data
- Exceptions such as lost or damaged parcels handed to a human with the context attached
CHECKOUT RECOVERY
Agree these steps with the owning team, test the handovers and review exceptions before enabling the workflow.
- Abandonment event received from the store
- Consent state checked before any message
- HERALD sends a sequence addressing the likely blocker — shipping, sizing or reassurance
- Recovered revenue attributed to the sequence, not to last click
CREATIVE REFRESH LOOP
Agree these steps with the owning team, test the handovers and review exceptions before enabling the workflow.
- SENTINEL detects declining performance on a fatiguing asset
- Winning hook, format and audience patterns extracted
- New variants produced and queued for your approval
- Approved variants deployed and measured against contribution margin
CONNECT THE EXISTING STACK, WITH EXPLICIT BOUNDARIES
No rip-and-replace is the starting point. Confirm API availability, permissions, record mapping and failure handling with the system owner. Product names in the playbook describe systems commonly used in this sector; they do not imply a partnership or a prebuilt connector for every installation.
- Shopify or your storefront platform
- Meta, TikTok and Google Ads
- GA4 and server-side tracking
- Klaviyo or your ESP
- Gorgias, Zendesk or your helpdesk
- 3PL and carrier tracking
KEEP THE APPROVAL GATES VISIBLE
Automation should stop at the boundaries agreed with your team. Record escalations and approval decisions alongside the workflow activity.
- Refunds and goodwill beyond defined limits require a human
- Creative approved before it goes live
- Budget shifts above your cap require sign-off
- Policy exceptions always escalate
MEASURE OUTCOMES, NOT ACTIVITY ALONE
Agree the baseline, reporting period and source of each metric before launch. Reconcile CRM outcomes with your own records; do not treat a modelled return or an advertising dashboard as independently audited revenue.
- Contribution margin per order
- Blended customer acquisition cost
- Checkout recovery rate
- First-response and resolution time
- Repeat purchase rate and 90-day cohort value