South KoreaRetail and e-commerce2021 – ongoingCoupang
AI demand forecasting and automated fulfillment
Coupang forecasts demand for tens of millions of products to stock them near customers before they order
Problem
Coupang's Rocket Delivery promises next-day or faster delivery. That is only possible if the right stock already sits in a nearby centre before the customer orders.
Approach
Coupang uses AI and machine learning to forecast demand for tens of millions of products and place stock in advance across its logistics network. Its fulfillment centres use random stow, automated guided vehicles, sorting robots and robotic baggers, and the company says AI predicts the flow from order to delivery. It has built its own automation workforce to run the robots, growing from 330 to about 750 technicians between January 2024 and September 2025.
Results
Takeaway
Coupang's delivery promise relies on forecasting, a dense network of its own centres and continuing investment. It publishes little on forecast accuracy or cost effects; public figures cover delivery coverage and staffing without isolating AI's contribution.
Categories
- Size
- Large enterprise
- Industry
- Retail and e-commerce
- Business function
- Logistics and supply chain
- Innovation type
- Business model innovationProcess innovation
- Adoption
- Built in-house
- Evidence
- Company's own claim
Sources
Source summaries
Coupang said Rocket Delivery delivered nearly all orders the next day or faster, including dawn delivery for orders placed by midnight, and used machine learning to personalise product recommendations. It gave no figures on forecasting accuracy or automation.
The newspaper reported that Coupang's AI forecasts demand for tens of millions of products in advance, that Rocket Delivery covered 182 of 260 cities and counties (70%), and that the company aims for nationwide coverage by 2027. It names random stow, AGVs and sorting robots without performance figures.
The newspaper reported that Coupang used AI and machine learning to forecast demand for tens of millions of products and operated sorting robots. Coupang disclosed no performance figures.
Coupang said the number of automation technicians grew from 330 in January 2024 to about 750 in September 2025, with about 180 more to be hired by year-end, and listed AGVs, sorting robots and robotic baggers in use. It gave no figures on workload or productivity.
Full details are in the original sources.