Description
The AI Split‑Order & Partial‑Delivery Manager detects when an order ships in more than one consignment or when some lines remain backordered, then automates customer updates, internal routing and recovery actions. It reduces manual chasing, inconsistent messages and accidental over‑fulfilment tasks across sales, support and warehouse teams.
Implementi.ai configures, operates and maintains the connected automation as an ongoing managed service: we set the integration points, tune rules with you, monitor the automation and handle errors so the solution continues to run without your team needing to maintain scripts or templates.
The problem
When orders are fulfilled in multiple parcels or when some SKUs ship later, companies often rely on manual checks: support agents read carrier notifications, operations staff inspect packing lists and customer emails, and managers update promises in several systems. This fragmented process creates inconsistent customer communication, duplicated effort, wrong expectations and extra inbound contacts. As order volumes or SKU complexity grows, manual tracking becomes increasingly time‑consuming and error‑prone, burdening support and fulfillment and increasing the risk of refunds or churn from confused customers.
What this solution automates
This managed product automates detection, customer communication and operational actions for split or partial shipments. The solution focuses on accurate status mapping, prioritised follow‑ups and corrective routes when shipments are delayed or items are missing.
- Detect split consignments and map carrier/tracking events to specific order lines.
- Automatically update customer-facing delivery promises and order status across the storefront or CRM.
- Trigger internal actions: backorder prioritisation, pick/pack acceleration, shipping upgrades or credit/compensation workflows subject to your rules.
- Open and assign exceptions to the right team or person when human approval is required.
- Keep an auditable shipment-state history for each order for reporting and dispute handling.
What your business gains
- Fewer support contacts. Customers receive timely, accurate updates about which items shipped and when the remainder will arrive, reducing reactive inbound queries.
- Consistent customer promises. Automated status mapping keeps delivery ETAs and order pages aligned with actual carrier events and warehouse status.
- Faster exception resolution. The automation routes partial‑delivery problems to the right team with context and priority, reducing manual triage time.
- Operational efficiency. Warehouse and fulfilment teams receive actionable triggers (e.g. expedite, consolidate, or cancel remaining lines) so staff make fewer ad‑hoc decisions.
- Clear audit trail. Maintained shipment-state history simplifies dispute handling, refunds and post‑order analysis.
A practical use case
A mid-sized online retailer sells bundles and multi-SKU orders. When a long‑lead SKU is backordered, customers historically received no clear update or multiple conflicting emails. With the AI Split‑Order & Partial‑Delivery Manager, the system detects when one parcel leaves but other lines remain pending, updates the storefront order timeline and sends a single clear message explaining which items shipped, the expected arrival of remaining items, and any compensation or expedited options available. If the remaining lines are delayed beyond your rules, the automation escalates the order to fulfilment and creates a support task for personalised outreach.
Who is it for?
- Mid-market e‑commerce retailers with multi‑SKU orders — reduce manual post‑order work and improve delivery clarity.
- Marketplaces and merchants using third‑party fulfilment or multiple warehouses — unify shipment events and customer messages.
- Customer service teams handling frequent partial‑delivery complaints — remove repetitive status lookups and provide consistent replies.
What is included in the monthly service
The monthly subscription covers the operated automation and all agreed integrations, ongoing AI processing required by the service, continuous monitoring of the automation’s operation, handling and fixing of automation errors, and reasonable configuration updates to keep the agreed solution working.
- We maintain connectors to the systems agreed before launch and monitor event flow.
- Implementi.ai handles error fixes, tuning of routing rules and periodic adjustments to message templates as part of the managed service.
When this solution may not be necessary
- If your store only ships single‑line, same‑day orders with no split consignments, this product may be unnecessary.
- Businesses that prefer entirely manual, agent‑led customer communications and have no interest in automated routing should not choose this service.
How it works
- Integrate order and shipment sources. The solution connects to your e‑commerce platform, WMS or carrier feeds and any order management system to receive order lines and tracking events.
- Normalise events and match to order lines. Incoming carrier/tracking messages and warehouse confirmations are parsed and associated with specific SKUs and order lines so the system understands which items have shipped.
- Classify delivery state. AI and rule logic determine if an event indicates a partial shipment, full shipment or an exception (missing items, delayed parcel, split return) and assign a priority level.
- Update customer promises. The automation updates the order timeline and sends templated or personalised messages (email/SMS/CRM note) describing which items shipped and expected dates for the remainder.
- Trigger operational actions. Based on your agreed rules, the system creates fulfilment tasks, reprioritises backorders, requests expedited shipping or issues credits/refunds for affected lines.
- Escalate exceptions. If an exception requires human review, the platform opens a task with context, history and recommended next steps for the support or operations team.
- Maintain shipment history. All events, updates and actions are recorded so teams can audit decisions and the system can improve future routing via ongoing rule tuning.
Example workflow
For example, imagine a company that sells electronics bundles. An order with three SKUs is placed; SKU A ships immediately, SKU B ships from another warehouse later and SKU C is backordered. The system receives the carrier event for SKU A and marks that line as delivered while recognising remaining lines are pending. It automatically updates the order timeline, sends a single consolidated message to the customer describing which item arrived and the expected dates for B and C, and triggers a backorder‑priority task in the warehouse for SKU C. If SKU B’s carrier reports a delay, the automation escalates the order to a support agent with suggested remedies (offer expedited shipping or partial refund) and records the resolution steps in the order history.
Integrations
Typical systems
Typical systems that are connected include e‑commerce platforms (Shopify, Magento, WooCommerce), order management or ERP systems, warehouse management systems (WMS) and carrier/tracking APIs (major couriers). CRM or support platforms (Zendesk, Freshdesk) and email/SMS providers are often included to send customer messages. Other systems can potentially be connected by agreement.
Connection methods
Connections use available APIs and webhooks where possible to receive real‑time tracking and order events. When APIs are not available, agreed alternatives include CSV export/import, SFTP drops, Google Sheets or email parsing for carrier notifications. Exact methods are confirmed during scoping and depend on the systems you use.
What we need from your company
Before launch we agree the list of systems to connect, sample order and shipment data, the events that should trigger updates and the business rules for handling partial deliveries (e.g. when to expedite, escalate or offer compensation). We also need examples of your customer messages and the approval rules for exceptions. Compatibility and access methods are validated and confirmed before implementation.
FAQ
Which systems can you connect to for shipment events?
We typically connect to e‑commerce platforms, WMS, ERP and carrier/tracking APIs. Where direct APIs are not available we can use CSV, SFTP or email/webhook feeds agreed before launch.
Can messages to customers be customised to our brand and tone?
Yes. We implement templated messages that match your brand voice and can include personalised details from the order. Templates and approval rules are configured during onboarding.
What happens if a carrier provides ambiguous or delayed tracking data?
The automation flags ambiguous events as exceptions and either applies your preconfigured fallback rules or creates an escalated task for an agent to review with all available context.
Do you maintain a history of shipment and decision actions?
Yes. The managed solution keeps an auditable shipment-state history for each order so teams can review prior events, messages and actions taken by the automation.
How is the monthly price determined?
Monthly pricing reflects the number and type of integrations, event frequency, required AI processing and the amount of customization and ongoing monitoring needed. We confirm final scope and price before launch.
Price
The activation fee covers the initial setup, implementation and launch of the agreed automation scope.
The monthly subscription covers the ongoing operation, maintenance and management of the automation service.
The exact scope and final monthly subscription are confirmed before launch.
Ready to automate this process?
Tell us which e‑commerce platform, warehouse or carrier systems you currently use and an example of a recent partial‑shipment issue.
We’ll confirm how this solution can be connected, its scope and the final monthly subscription.
| Email uscontact@implementi.ai | Call us+48 660 983 178 |
