First, the project context has emerged as a new retail business, with the rapid development of technology and changes in consumer shopping habits. The lemon lodge project was launched with the aim of providing consumers with easy and efficient shopping experiences through smart means such as advanced self-help settlement systems, face recognition techniques and physical networking. Ii. Project characteristics unmanned, self-shopping: the lemon shop uses an advanced self-help settlement system, customers can enter the shop for identification by brushing their face or swipe codes, select goods and leave the shop directly after purchase, and the system automatically settles deductions without waiting in queues. Advanced technology, safe and secure: the project uses advanced technologies such as big data, cloud computing and artificial intelligence to analyse consumer purchases and achieve precision marketing. The shop is equipped with high-resolution surveillance cameras and smart piracy systems to ensure commodity security. Commodities are abundant and demand is met: the lemon shop offers diversified commodity options, including beverages, food, flowers, fruits, vegetables, coffee, etc., to meet the shopping needs of different consumers. Flexibility and adaptability: the project supports a variety of store formats, including fixed shops, container stores, trailer stores, etc., which can be flexiblely configured according to different scenarios and needs. All-round services in support of entrepreneurship: the lemon shop provides a full range of services and support to the association, including site guidance, shop design, commodity procurement, logistics distribution, marketing, business management, etc. Project advantages reduction of operating costs: unattended business models significantly reduce human costs and increase operational efficiency. Improved customer experience: easy shopping processes and personalized commodity referrals increase customer satisfaction. Expansion of distribution channels: lemon-nuging convenience shops can be located in densely populated commercial buildings, residential areas, transport hubs, etc., to expand marketing channels and increase sources of income. Adapting to market changes: the project supports a variety of store forms, with flexibility to adjust business strategies to market changes and reduce business risks. Iv. Project prospects, with advances in science and technology and changes in consumer shopping habits, have broad development prospects for the market for unsaled convenience stores. With its advanced technological means, rich commodity varieties and full-scale service support, the lemon lodge project is expected to take a place in the market and become one of the preferred projects for entrepreneurs。