A sofa left on the curb is not a completed delivery. A refrigerator left on the front porch, or dumped in a hallway, or three boxes of a treadmill in the living room are not complete deliveries. For premium furniture, appliances, electronics and fitness equipment, the delivery only ends when the item is unpacked, installed and tested and the packaging is gone and the customer never had to even lift a finger
It is referred to as white-glove delivery, and is one of the toughest problems facing the industry today. Unlike last-mile delivery (which is generally judged by speed), white-glove delivery is judged by the completion of the final touch (i.e., the delivery of the package to the customer's desired location). It is a multi-step, multi-person, multi-visit workflow that has to be planned, tracked, verified, and billed correctly every single time—and one missed step anywhere in that chain shows up as a damaged sofa, an unusable appliance, or a customer who never buys from you again.
Last-mile deliveries are typically measured by how fast a parcel is delivered on time. White-glove services, on the other hand, are measured by the extent to which the package is completed. Various studies have consistently established that white-glove service includes unboxing of the product, assembly/installation, and removal of packaging materials from the delivery location, commonly referred to as room-of-choice (ROC) service. This is the minimum service level that should be offered as a base case and not as a value-added service.
That baseline is expensive to get wrong. A sofa that arrives scratched, a washing machine installed without the right fittings, or a two-person crew that shows up without the tools for a stair carry all turn one delivery into two, plus a support ticket, a possible return, and a dent in trust. Analysis from McKinsey has pointed to white-glove service as a lever that pays for itself: it accelerates the resolution of service issues and builds the kind of trust that keeps customers coming back, rather than just being a cost centre bolted onto the last mile.
The operational reality behind that promise is a long, brittle sequence: the right vehicle, the right crew skillset, the right tools, a compliant vehicle and driver at the gate, a coordinated appointment window, an installation done to spec, a clean proof of delivery, and if something is being swapped out, a reverse pickup on the same visit. Any one of these steps managed on a spreadsheet or a phone call is a single point of failure. Managed as an automated, connected workflow, it becomes a repeatable, auditable process. That is the shift Libera is built for.
From procurement to settlement: one workflow, not five handoffs
Libera's Transportation Management System is built around the full shipment lifecycle from procurement, planning, and execution to invoicing, with AI doing the coordination work at every stage and a human staying in control of the exceptions. For high-value, multi-step fulfillment, that structure maps almost exactly onto the white-glove workflow.
Procurement that matches the job to the right partner: Many white-glove deliveries do not require the same amount of capacity as other types of transportation. Through Libera’s direct procurement path, which allocates recurring installation lanes to pre-approved, trusted vendors at the agreed-upon rate. For one-off or highest-value shipments (e.g. art, specialty furniture, etc.), spot RFQs can be sent to a variety of transporter types with real-time bids automatically created as a trip within the Libera platform. For the longest-term, highest-volume contracts, Libera also allows for contract-bid-style procurement of transportation to lock in the best capacity and rates for a shipper’s premium-delivery volumes.
Planning that accounts for more than just a route. The Planning AI agent in Libera answers the questions a planner faces on every dispatch: how many vehicles are needed, what type of vehicle matches the load's specs and dimensions, what the safe loading sequence is, and whether holding or clubbing a load lowers total cost. For fragile, oversized, or multi-box shipments such as a mattress plus a bed frame plus a nightstand going to the same address, getting the loading sequence and vehicle type right the first time is the difference between a clean delivery and a damaged one.
Execution that doesn't rely on a phone call to know what's happening. This is where white-glove fulfillment usually breaks down and where Libera's execution module does the most work:
- A 10-point compliance check on the vehicle and driver runs before every trip, with integrated checks and auto E-Way Bill extension closing the gaps that lead to checkpost delays, the last thing a scheduled, appointment-based installation window can afford.
- Layered tracking — a GPS, SIM, FASTag and IoT fallback chain — keeps the shipment visible from gate-in to delivery, with predictive alerts, so the "Where is the truck?" call to the CFA every morning simply isn't needed anymore.
- Computer-vision E-PoD verifies every delivery instantly and flags discrepancies on the spot, replacing manual document checks with a system that catches a damaged panel or a missing part at the moment of delivery — not three days later in a returns queue.
- Invoicing that closes the loop without disputes. Multi-step deliveries generate multi-party costs: the transporter, the installation crew, and sometimes a reverse-pickup partner. Libera's contract-based billing auto-generates invoices per trip or in batches, aligned to the agreed rate, with a finance-grade audit trail that is legally admissible and instantly accessible. A verified E-PoD triggers faster vendor settlement, which matters when installation crews are subcontracted and cash-flow delays are a real friction point in the vendor relationship.
Every white-glove shipment follows a number of steps in a certain order. If you have ever managed a large number of such shipments, you know that it is very difficult to keep track of all the details. Typically such a workflow is codified in the head of an operations manager. But such a workflow can be encoded in the heads of a number of AI agents. Each such agent manages a single task in the workflow of a white-glove shipment. Thus, the capacity planning agent generates indents for all lanes automatically as part of the planning for a shipment. The cost estimation agent then applies a number of markup rules for FTL as well as PTL moves. The loading plan agent generates a loading plan for each shipment type. The RFQ bid evaluation agent scores and ranks bids from transporters against a set of predefined criteria, while the shipment creation agents automatically create all of the work flows for a newly created shipment. Layered on top, the control tower then displays a customized summary of relevant information for each shipment to all people that are relevant to that shipment (e.g. planner, dispatcher, finance). It also alerts all such people in real time to any SLA breaches and also tells them what their next action should be.
In order to service multi-step shipments (i.e., shipments that require people other than core logistics operators to complete work), all individuals involved in the process need to be able to use the same system. Libera's persona apps are lightweight, no-install progressive web apps that cover the driver, the dock user running the loading sequence, the transporter submitting bids and tracking awards, the consignee confirming a delivery window, and the security team managing gate passes. For a white-glove job that involves a warehouse dock, an installation crew, and a homeowner coordinating an appointment window, that's four or five parties who would otherwise be coordinating over calls and chat threads, now working off one source of truth.
Where the returns show up
Complex, high-value deliveries carry complex, high-value failure costs, which is exactly where automation pays back fastest. Across Libera's shipper base, the platform reports that better sourcing and bidding, fewer empty or failed runs, avoided penalties and detentions, recovered billing leakage, and time saved across the ops team combine to bring landed freight cost down 20–30%, or roughly ₹20–30 back on every ₹100 spent.
For white glove, specifically, three of those levers matter most:
The bigger picture
Consumer research increasingly bears out what operators have long known instinctively: for large, expensive or delicate goods, customers now weigh reliability and completeness of the delivery experience as heavily as speed, and a growing share are willing to pay more for it. That shift raises the bar for the logistics layer behind the scenes. A workflow that depends on manual coordination between procurement, a planner, a driver, an installation crew, and a finance team doesn't scale reliably as premium delivery volume grows. An automation is what lets a shipper hold that experience consistently at scale rather than only on the deliveries someone happened to watch closely.
That is the case for treating white-glove fulfillment as a system, not a series of special-handling exceptions. Libera brings procurement, planning, execution, and invoicing into one AI-orchestrated platform, with the compliance checks, layered tracking, and computer-vision proof of delivery that complex, high-value shipments specifically need so that the truck, the crew, and the customer's living room all stay in sync and the delivery is actually finished when the driver leaves.
For shippers running e-commerce fulfillment networks where premium categories are a growing share of volume, the same automated-execution and E-PoD principles apply across the wider e-commerce logistics operation, not just the white-glove lane, as one connected system, rather than a special process carved out for the expensive orders.