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Ayumi's models are trained on large-scale shipment datasets and continuously self-learn from new orders. This enables high-precision EDDs and RTO risk scores that improve over time, even during peak seasons or unexpected market fluctuations.

Yes. Ayumi works seamlessly in the background across your shipping, order management, and courier allocation processes. It enhances your existing workflow without requiring new tools or manual effort.

Absolutely. Ayumi Predict flags high-risk orders before dispatch, enabling actions like address verification, delivery reattempt control, and COD-to-prepaid nudges. Brands typically see RTO reduction of up to 45%.

Yes. Whether you're a growing D2C brand or an enterprise shipping at scale, Ayumi adapts to your volume, learns from your data, and delivers insights that improve delivery success, margins, and buyer experience.

Most brands notice improvements in EDD accuracy, courier allocation efficiency, and RTO reduction within a few weeks. As Ayumi learns your order patterns, results become even more precise and personalised.

Yes. Ayumi evaluates all courier partners on RapidShyp, analysing reliability, lane strength, success rates, and real-time network behaviour to recommend the best carrier for each shipment.

Ayumi follows enterprise-grade security standards. All data is encrypted in transit and at rest, and sensitive information is anonymised during model training. Your data is never shared externally.

No. Ayumi helps reduce costs by minimising RTO, failed deliveries, and courier mismatches. Brands often see improved margins through smarter AI-led allocation and prediction.

Yes. Ayumi is built for scale. During festive peaks or mega sales, it factors in seasonality, demand surges, and courier load to maintain accurate EDDs and optimal allocation decisions.

Ayumi Predict flags high RTO-risk orders before dispatch, helping you verify shipments early and prevent avoidable losses. It analyses buyer behaviour signals, past delivery outcomes, cancellation patterns, and location reliability to generate a risk score before dispatch.

Ayumi Promise predicts accurate delivery dates (EDD) using historical patterns and real-time logistics signals. It factors in seasonality and demand surges to keep delivery commitments realistic, which builds trust and cuts “Where is my order?” queries.

Ayumi Select recommends the best courier for each order based on success probability and lane-level performance. You stay in control - courier rules can be configured directly from your RapidShyp dashboard.

Ayumi Sense provides real-time shipment visibility and exception-focused insights across all your courier partners in one dashboard, surfacing delay risks and stuck shipments before customers raise tickets.

Domestic shipping is the transportation of goods within the same country. For eCommerce businesses in India, it involves delivering orders from the seller's warehouse to customers using courier partners across different states and cities.

Delivery timelines depend on the destination and courier service selected. Metro cities are typically delivered within 1–3 business days, while remote locations may take 4–7 business days.

You can lower shipping costs by choosing the right courier partner, using RapidShyp, optimising packaging, consolidating shipments, and leveraging AI-based courier selection for every order.

Cargo+ is a B2B shipping solution designed for businesses that ship bulk orders, heavy consignments, palletized goods, or require appointment-based deliveries to warehouses, retailers, malls, or distribution centres.

Cargo+ supports full truckload (FTL), part truckload (PTL), heavy shipments, bulk deliveries, and scheduled B2B freight across India.

Appointment-based deliveries ensure shipments are delivered only during a pre-scheduled time slot approved by the receiving warehouse or business, reducing failed delivery attempts and unloading delays.

eCommerce fulfillment is the complete process of storing inventory, picking, packing, and shipping customer orders from a fulfillment center after an order is placed.

Fulfillment services help businesses reduce operational costs, speed up deliveries, improve order accuracy, and scale without managing their own warehouses.

By storing inventory closer to customers through strategically located warehouses, fulfillment services reduce transit distances and enable faster same-day, next-day, or express deliveries.

Order verification is the process of confirming a customer's order details before shipment using methods like OTP verification, IVR calls, SMS, or WhatsApp confirmation to reduce fake or unintentional orders.

Order verification helps reduce Return-to-Origin (RTO) rates by ensuring customers genuinely intend to accept Cash on Delivery orders before they are shipped.

Yes. Automated order verification through AI, IVR, WhatsApp, or OTP can significantly reduce fake orders, improve delivery success rates, and lower shipping losses.

A weight discrepancy occurs when the courier measures a shipment's actual or volumetric weight differently from the weight declared by the seller, resulting in additional shipping charges.

Couriers calculate shipping charges based on the higher of actual weight or volumetric weight. If the measured weight exceeds the declared weight, additional charges may be applied.

Use accurate weighing scales, measure package dimensions correctly, optimise packaging, and verify shipment details before dispatch to minimise weight discrepancy disputes.