How RedTape runs the order lifecycle from checkout to doorstep, and back

Shoes, bought sight unseen

RedTape is one of India's best-known footwear and fashion brands: shoes, apparel, and accessories sold online at redtape.com and through stores across the country.

Footwear is a demanding thing to sell online. Every order carries sizing doubt before checkout, delivery anxiety while the box is in transit, and a 7-day return window the moment it arrives. The customer asking about all of it writes on WhatsApp, in English, Hindi, Hinglish, or one of seven other languages, and expects the answer in the same one.

Between dispatch and doorstep

The hardest conversations in footwear e-commerce happen after the order is placed. A delivery attempt fails and the courier's log says one thing while the customer says another. A parcel turns back as return-to-origin. A return is eligible, or isn't, by a margin of one day. An exchange hinges on whether the next size is actually in stock.

Most AI agents are read-only: they look the answer up, apologise, and fetch a human. The lookup was never the hard part. Acting on it was.

Wired into the whole stack, with write access

RedTape's AI employee runs on Sagepilot with real system access on both sides of the conversation. It reads from Shopify for orders and the live catalogue, from EasyEcom, the warehouse system that serves as the source of truth for what actually happened to a shipment, from Return Prime for live return and exchange status, and from Ekart, Shadowfax, Delhivery, and Shiprocket directly for courier tracking and failed-attempt records.

And it writes back. It books redeliveries with Ekart on a date the customer confirms, marks shipments back to origin when they choose to cancel, raises formal escalations with Shadowfax, updates addresses on undispatched orders, generates invoices, builds ready-to-checkout carts, and emails named logistics contacts directly when a delivery ETA is breached, with the full shipment dossier attached.

Use cases across the lifecycle

The same employee covers the journey end to end, identifying the customer silently from the channel before they have typed anything:

• Discovery and selling: searches the live catalogue by article, size, and colour, presents five to six products as rich cards with images and prices, reads buying intent, and hands back a ready checkout cart link
• Order tracking: pulls the order from both the storefront and the warehouse system, reconciles the two, and answers with carrier, tracking number, and a clean link, or a full journey summary when the order is already delivered, returned, or refunded
• Failed deliveries: reads the actual courier record, tells the customer exactly what was logged, then books the redelivery or sends the shipment back, directly with Ekart
• Return-to-origin orders: confirms against the warehouse, explains the refund path by payment method, and guides the reorder in one consolidated message
• Returns and exchanges: verifies delivery, calculates the 7-day window, collects the right product photos, walks the customer through the portal, and checks size availability before promising an exchange
• Self-serve: stock and restocks, invoices, COD limits, delivery timelines, store hours and locator, gift cards, and bulk order routing

It also holds the line on policy without escalating: expired windows, hygiene items, missing tags, and claims without an unboxing video are declined firmly and finally, because a human could not overturn them either, and pretending otherwise costs a headcount and still disappoints the customer.

Handovers that start at minute five

Escalation happens only where a human has a lever the AI does not: cancellations and address changes past dispatch checks, delivered-but-not-received disputes, custom GST invoices, comfort and fit complaints inside the window, and manufacturing defect claims inside the 45-day window, which go to the product team with photos, invoice, and contact details already collected.

No transfer arrives as a bare ticket. Every one carries the order, the verified status, what was already checked, the evidence collected, and the specific reason a human is needed.

The discipline that makes write access safe

Write access into couriers and commerce is only safe with hard verification rules, and RedTape's agent runs on them: no delivery status is ever stated without checking the warehouse system first, and the warehouse wins any conflict with the storefront or the courier. If verification fails twice, the agent hands over rather than guess.

• Never invents a delivery date, an ETA, or a discount
• Quotes the courier's exact wording, never paraphrased or upgraded
• Confirms and re-confirms dates with the customer before anything is booked
• Never announces an action as done unless it completed in that same moment
• Never tells a customer they were escalated unless the escalation actually happened
• Resolves on the channel the customer arrived on, never bounces them elsewhere

The tone carries the same care: a genuine apology first when an order missed an occasion, one consolidated reply instead of holding messages, twenty to thirty words when that is all it takes, and a clean close once the case is resolved.