艾媒咨询 | 2025年第三季度全球主要行业投融资数据监测季报

2025年第三季度全球主要行业投融资事件数量和金额均呈上升趋势，市场整体表现活跃。根据全球领先的新经济产业第三方数据挖掘和分析机构iiMedia Research（艾媒咨询）最新发布的《2025年第三季度全球主要行业投融资数据监测季报》显示，2025年第三季度的投融资金额为18044.82亿人民币，投融资事件数量为2505起。艾媒咨询分析师认为，该季度数据变化受多重因素影响。一方面，科技、医疗等行业在特定周期内需求集中释放，政策支持进一步引导资金流向重点领域；另一方面，市场环境整体改善，投资者信心增强，资金流动性显著提升。本季度的特殊性在于投融资金额的大幅上升，可能与大型投资项目或并购活动有关。与历史趋势对比，本季度的投融资事件数量和金额均呈上升趋势，显示出市场活跃度增加，整体投资热情高涨。
In the third quarter of 2025, the number and amount of investment and financing events in major global industries both showed an upward trend, indicating an overall active market. According to the latest "2025 Third Quarter Global Major Industry Investment and Financing Data Monitoring Quarterly Report" released by iiMedia Research (iimedia research), a leading third-party data mining and analysis institution for the new economy industry, the investment and financing amount in the third quarter of 2025 was 1,804.482 billion RMB, and the number of investment and financing events was 2,505. Analysts from iiMedia Research believe that the changes in the data of this quarter were influenced by multiple factors. On the one hand, industries such as technology and healthcare experienced a concentrated release of demand within a specific period, and policy support further guided capital towards key areas. On the other hand, the overall market environment improved, investor confidence increased, and capital liquidity significantly enhanced. The particularity of this quarter lies in the substantial increase in investment and financing amounts, which may be related to large-scale investment projects or merger and acquisition activities. Compared with historical trends, both the number and amount of investment and financing events in this quarter showed an upward trend, demonstrating an increase in market activity and a high overall investment enthusiasm.

艾媒咨询 | 2025年9月全球主要行业投融资数据监测月报

2025年9月，全球主要行业投融资事件与金额均实现显著增长，其中投融资金额创下历史新高。根据全球领先的新经济产业第三方数据挖掘和分析机构iiMedia Research（艾媒咨询）最新发布的《2025年9月全球主要行业投融资数据监测月报》显示，2025年9月的投融资事件数量环比上升19.3%，金额环比上升333.7%。本月投融资事件和金额的显著增长可能与行业周期性活动、政策利好、市场环境改善等因素有关。例如，某些行业可能在特定时期迎来投资热潮，或者政府出台了刺激投资的政策。本月的特殊性可能在于某些大型投资项目或并购活动的完成，导致金额激增。与历史趋势相比，本月的投融资金额创下新高，反映出当前市场活跃度的提升与投资者信心的进一步增强。
In September 2025, both the number of investment and financing events and the amount involved in major global industries saw significant growth, with the financing amount reaching a record high. According to the latest "Global Major Industry Investment and Financing Data Monitoring Monthly Report" released by iiMedia Research (iimedia research), a leading third-party data mining and analysis institution for the new economy industry, the number of investment and financing events in September 2025 increased by 19.3% month-on-month, and the amount increased by 333.7% month-on-month.The significant increase in investment and financing events and amounts this month may be related to factors such as cyclical activities in the industry, favorable policies, and improved market conditions. For instance, certain industries may experience an investment boom during specific periods, or the government may have introduced policies to stimulate investment. The uniqueness of this month might lie in the completion of some large-scale investment projects or mergers and acquisitions, leading to a sharp rise in the amounts involved. Compared with historical trends, the investment and financing amounts this month have reached a new high, reflecting the enhanced market activity and further strengthened investor confidence.

艾媒咨询｜2024-2025年中国方便食品市场发展及消费能力洞察报告

随着经济的不断发展，消费者对食品安全和健康饮食的关注度日益提升，多元化的营养健康需求为中国方便食品行业的发展提供了巨大的机遇。全球新经济产业第三方数据挖掘和分析机构iiMedia Research（艾媒咨询）最新发布的《2024-2025年中国方便食品市场发展及消费洞察报告》数据显示，2023年中国方便食品市场规模已达6736亿元，预制菜赛道异军突起，方便食品的产品品类得以扩充，预计2026年中国方便食品行业市场规模有望突破万亿元。2024年，消费者最常购买的方便食品为方便面、方便米饭等，占比达63.1%；网上商城（58.3%）是消费者购买方便食品的主要渠道；成分安全、无添加剂（51.2%）是多数方便食品消费者对产品的期望发展方向。随着中国居民消费水平的提升，消费者在食品方面的消费支出也随之增加，营养价值、产品安全以及口味成为了消费者关注的重要因素。随着更多地域特色的方便食品、自热食品及预制菜的涌现，方便食品行业越发细分化和多元，品类日趋丰富。
With the continuous development of the economy, consumers are increasingly concerned about food safety and healthy diet, and diversified nutrition and health needs provide huge opportunities for the development of China's convenience food industry. According to the latest China Convenience Food Market Develop-ment and Consumption Insight Report from 2024 to 2025 released by iiMedia Research, a third-party data mining and analysis institution of the global new economy industry, the size of China's convenience food market has reached 673.6 billion yuan in 2023, the prepared food track has emerged, and the product categories of convenience food have been expanded. It is expected that the market size of China's convenience food industry is expected to exceed one trillion yuan in 2026. In 2024, the most frequently purchased convenience foods are instant noodles and instant rice, accounting for 63.1%; Online shopping mall (58.3%) is the main channel for consumers to buy convenience food; Ingredient safety and no additives (51.2%) are the expected development direction of most convenience food consumers. With the improvement of Chinese residents' consumption level, consumers' consumption expenditure on food has also increased, and nutritional value, product safety and taste have become important factors for consumers to pay attention to. With the emergence of more regional characteristics of convenience food, self-heating food and prepared dishes, the convenience food industry is becoming more differentiated and diversified, and the categories are becoming more and more rich.

艾媒咨询｜2024年中国即冲即食山药片市场产品创新专题研究报告

居民健康饮食意识提升，这极大地推动了山药制品的市场需求。山药作为一种营养丰富、具有保健功效的食材，其制品因食用便利和健康价值，受到了越来越多消费者的青睐。山药粉长时间的高需求吸引了众多参与者，加之行业增长缓慢导致对市场份额的争夺激烈，山药粉赛道内部竞争加剧，竞争者数量较多且竞争力量大抵相当，以及竞争对手提供的产品或服务大致相同，难以体现明显差异，在山药粉激烈的竞争下，即冲即食山药片新赛道开始崛起。
The rising awareness of healthy eating among the population has greatly boosted the market demand for yam products. As a nutritious ingredient with health benefits, yam products are favored by more and more consumers due to their ease of consumption and health value. The high demand for yam powder for a long period of time has attracted many participants, coupled with the slow growth of the industry leading to intense competition for market share, increased competition within the yam powder track, a larger number of competitors with roughly equal competitive forces, as well as competitors offering roughly the same products or services, making it difficult to reflect significant differences, the new track of instant yam slices has begun to rise in the face of intense competition in the yam powder track.

艾媒咨询 | 2025年中国电子竞技行业消费行为调查数据

中国电子竞技行业是一个充满活力和发展潜力的新兴领域。近年来，中国电竞行业市场规模持续扩大，这主要得益于游戏产业的蓬勃发展、赛事商业化程度的提高以及直播平台等相关产业的协同发展。根据全球新经济产业第三方数据挖掘和分析机构iiMedia Research（艾媒咨询）最新发布的《2025年中国电子竞技行业消费行为调查数据》数据显示，FPS（第一人称射击游戏）以37.62%的占比成为2025年中国电竞用户最偏好的游戏类型，其次是TPS（第三人称射击游戏），占比35.05%。电竞用户在战队周边、线下门票和游戏周边方面的消费意愿较高，其中购买过喜欢战队应援周边的用户占比达到38.42%。同时，用户对游戏周边的购买具有一定的周期性，主要以季度为单位较为集中。随着电竞行业的发展，社会对电竞的认知逐渐发生转变，从过去的不认可、误解逐渐走向接受和支持。越来越多的人认识到电竞不仅是一种娱乐活动，也是一项具有竞技性和专业性的体育运动，能够培养选手的团队协作能力、反应能力和思维能力。一些高校也开设了电竞相关专业，为行业发展提供了人才支持和学术研究基础。
The Chinese esports industry is a vibrant and promising emerging field. In recent years, the market scale of China’s esports industry has been continuously expanding, mainly due to the vigorous development of the gaming industry, the increasing commercialization of esports events, and the coordinated development of related industries, such as live streaming platforms.According to the latest "Survey data on consumer behavior in China's e-sports industry in 2025" released by iiMedia Research, a third-party data mining and analysis institution in the global new economy industry, FPS (First-Person Shooter) has become the most preferred game genre among Chinese esports users in 2025, accounting for 37.62%. TPS (Third-Person Shooter) follows, accounting for 35.05%.Esports users have a relatively high willingness to consume in areas such as team peripherals, offline event tickets, and game peripherals. Among them, the proportion of users who have purchased support peripherals for their favorite teams reaches 38.42%. At the same time, users’ purchases of game peripherals have a certain periodicity, mainly concentrated in quarterly intervals.With the development of the esports industry, societal perception of esports has gradually shifted from past disapproval and misunderstanding to acceptance and support. More and more people have realized that esports is not only an entertainment activity but also a competitive and professional sport that can cultivate players’ teamwork, reaction reflexes, and thinking skills. Some universities have also established esports-related majors, providing talent support and an academic research foundation for the industry’s development.

艾媒咨询 | 2025年中国情趣用品市场消费调查数据

随着居民物质生活水平持续提升，社会两性观念愈发开放，中国情趣用品市场的消费群体日趋多元化，并呈现出显著的下沉趋势，未来市场空间广阔。根据全球领先的新经济产业第三方数据挖掘和分析机构iiMedia Research（艾媒咨询）最新发布的《2025年中国情趣用品市场消费调查数据》显示，2024年中国情趣用品电商市场规模为1165.1亿元，预计2025年市场规模达到1348.5亿元；2024年中国情趣用品市场规模已达1942.14亿元，预计2025年将达到2081.27亿元。随着性观念的转变和电子商务的迅速发展，情趣用品行业迎来黄金增长期。未来行业需持续聚焦产品品质升级与购物体验优化，通过强化私密性与专业性服务，将潜在需求转化为持续消费动力。
2025年中国消费者在购买情趣用品时最关注的三个因素分别是材质、手感（38.44%）、购买隐秘性（33.69%）和产品的功能（32.62%）。此外，在品牌信任构建中，营销信息的真实性与透明度以60.03%的占比位列首位，用户评价反馈（56.51%）与产品质量安全性（50.69%）位列第二和第三。整体来看，消费者的决策逻辑已从单一需求转向“体验、隐私与功能”的综合考量，行业需精准锚定核心诉求，以优质产品、隐私服务与透明营销构建竞争壁垒，助力市场持续健康扩容。
艾媒咨询分析师认为，未来中国情趣用品市场未来将在合规化、智能化与场景化驱动下实现高质量增长。政策层面，材料安全新国标与隐私保护新规将加速行业洗牌，低价劣质产品逐渐退出，医用级环保材料成为主流。在产品端，AI、VR技术深度融合催生情感陪伴类智能产品，女性向、个性化定制款持续走热。渠道层面，线上电商隐私保护升级与线下“两性健康体验馆”转型并行，即时配送服务进一步普及。同时，出海业务将依托供应链优势持续扩容，品牌通过“健康化”“悦己化”营销破圈，推动行业从隐秘消费转向规范化、品质化的成熟赛道。
With the continuous improvement of residents' material living standards and the increasingly open social attitudes towards gender, the consumer base of China's adult products market is becoming more diverse and showing a significant downward trend. The future market space is vast. According to the latest "2025 China Adult Products Market Consumption Insight Data" released by iiMedia Research, a leading third-party data mining and analysis agency for the new economy industry, the scale of China's adult products e-commerce market was 116.51 billion yuan in 2024 and is expected to reach 134.85 billion yuan in 2025. The scale of China's adult products market was 194.214 billion yuan in 2024 and is expected to reach 208.127 billion yuan in 2025. With the transformation of sexual concepts and the rapid development of e-commerce, the adult products industry is entering a golden growth period. In the future, the industry needs to continuously focus on product quality upgrades and shopping experience optimization, and convert potential demand into sustained consumption power by strengthening privacy and professional services.
In 2025, the three most important factors for Chinese consumers when purchasing adult products are material and texture (38.44%), purchase privacy (33.69%), and product functions (32.62%). Additionally, in the construction of brand trust, the authenticity and transparency of marketing information rank first with a 60.03% share, followed by user evaluation feedback (56.51%) and product quality and safety (50.69%). Overall, consumers' decision-making logic has shifted from a single demand to a comprehensive consideration of "experience, privacy, and function". The industry needs to accurately target core demands and build competitive barriers through high-quality products, privacy services, and transparent marketing to promote the continuous and healthy expansion of the market.
Analysts from iiMedia Research believe that in the future, China's adult products market will achieve high-quality growth driven by compliance, intelligence, and scenario-based development. At the policy level, new national standards for material safety and privacy protection regulations will accelerate industry consolidation, with low-quality and low-priced products gradually exiting the market, and medical-grade environmentally friendly materials becoming mainstream. On the product side, the deep integration of AI and VR technologies will give rise to intelligent products for emotional companionship, and female-oriented and personalized custom products will continue to gain popularity. At the channel level, the upgrade of privacy protection in online e-commerce and the transformation of offline "two-sex health experience stores" will proceed in parallel, and instant delivery services will further expand. At the same time, overseas business will continue to expand relying on supply chain advantages, and brands will break through the circle through "health" and "self-care" marketing, promoting the industry to shift from hidden consumption to a mature track of standardization and quality.

艾媒咨询 | 2025年中国小炒类餐饮行业发展状况及消费行为调查数据

在预制菜技术与标准化供应链的双重驱动下，中国小炒类餐饮行业正从规模扩张转向品质深耕，进入“效率与体验并重、细分与创新并行”的产业升级新阶段。根据全球领先的新经济产业第三方数据挖掘和分析机构iiMedia Research（艾媒咨询）最新发布的《2025年中国小炒类餐饮行业发展状况及消费行为调查数据》显示，2024年中国餐饮行业市场规模为55718亿元，同比增长7.4%，预计2025年市场规模将达59284亿元。此外，2024年中国预制菜市场规模已经达到4850亿元，预计2026年预制菜市场规模达到7490亿元。这表明预制菜正成为推动餐饮业标准化与规模化的重要力量，也为小炒品类在保持“锅气”与实现效率平衡方面提供了产业基础。
在中国消费者最常消费的小炒类型中，湖南小炒（如小炒黄牛肉）以53.40%的占比高居榜首，成为2025年消费者最常消费的小炒类型。川渝江湖菜（如辣子鸡）以49.75%的占比紧随其后。江西小炒（如余干辣椒炒肉）和闽菜小炒分别以25.44%和25.06%的占比位列第三和第四。与此同时，在消费者了解小炒类餐饮的信息渠道方面，大众点评以52.77%的占比领先，小红书以39.80%的占比位居第二，显示本地生活平台与内容社区已成为影响消费者决策的关键入口。这表明，中国小炒类餐饮市场已呈现“辣味主导、区域集中”的品类格局，且消费决策正深度依赖数字化内容平台，未来具备地域特色与线上运营能力的品牌将更具竞争优势。
艾媒咨询分析师认为，中国小炒类餐饮行业将呈现以下发展趋势：一是区域风味细分化，湘川菜系继续领跑，但区域性小众口味将借助预制菜技术实现标准化突围；二是运营模式双轨化，连锁品牌依托供应链优势加速市场整合，同时“明档现炒+社区小店”模式持续深耕体验经济；三是技术驱动智能化，AI火候控制与智能点餐系统提升出餐效率，数字平台成为引流主阵地；四是消费场景多元化，从单一正餐向“家庭厨房+轻食简餐+户外露营”多场景渗透。
Driven by the dual forces of pre-prepared food technology and standardized supply chains, China's stir-fry restaurant industry is shifting from scale expansion to quality deepening, entering a new stage of industrial upgrading characterized by "efficiency and experience in balance, and coexistence of segmentation and innovation". According to the latest "2025 China Stir-Fry Restaurant Industry Development Status and Consumer Behavior Survey Data" released by iiMedia Research (a leading third-party data mining and analysis agency for the new economy industry), the scale of China's catering industry in 2024 was 5,571.8 billion yuan, with a year-on-year growth of 7.4%. It is expected that the scale will reach 5,928.4 billion yuan in 2025. Additionally, the scale of China's pre-prepared food market has reached 485 billion yuan in 2024, and it is expected to reach 749 billion yuan in 2026. This indicates that pre-prepared food is becoming an important force driving the standardization and scale of the catering industry, and also provides an industrial foundation for small stir-fry categories to maintain "wok hei" and achieve efficiency balance.
Among the most frequently consumed stir-fry types by Chinese consumers, Hunan stir-fry (such as stir-fried yellow beef) leads with a 53.40% share, becoming the most frequently consumed stir-fry type in 2025. Sichuan and Chongqing street food (such as spicy chicken) follows closely with a 49.75% share. Jiangxi stir-fry (such as Yu Gan chili and pork) and Fujian stir-fry rank third and fourth with 25.44% and 25.06% shares respectively. Meanwhile, in terms of information channels for consumers to learn about stir-fry restaurants, Dianping leads with a 52.77% share, followed by Xiaohongshu with a 39.80% share, indicating that local life platforms and content communities have become key entry points influencing consumer decisions. This shows that the Chinese stir-fry restaurant market has presented a "dominance of spicy flavors and regional concentration" category pattern, and consumer decisions are deeply dependent on digital content platforms. In the future, brands with regional characteristics and online operation capabilities will have greater competitive advantages.
Analysts from iiMedia Research believe that the Chinese stir-fry restaurant industry will present the following development trends: first, regional flavor segmentation, with Hunan and Sichuan cuisines continuing to lead, but regional minority flavors will achieve standardized breakthroughs with the help of pre-prepared food technology; second, dual-track operation models, with chain brands accelerating market integration by leveraging supply chain advantages, while the "open kitchen + community small store" model continues to deepen the experience economy; third, technology-driven intelligence, with AI heat control and intelligent ordering systems improving meal delivery efficiency, and digital platforms becoming the main attraction; fourth, diversified consumption scenarios, from single formal dining to "home kitchen + light meals + outdoor camping" multi-scenario penetration.

艾媒咨询 | 2025年中国零售行业市场消费行为调查数据

随着数字零售技术的深度融合创新，消费模式呈现多元化发展态势，主要应用于以直播购物、社交电商为例的流量重构领域，以会员体系运营、精准推荐算法为例的用户运营领域，以及即时零售、虚拟试穿技术等场景体验领域。这种技术演进推动形成了覆盖智能货架管理、跨境商品直购的新型消费生态，同时催生出结合AR导航、无人配送的智慧零售解决方案，为消费者构建起全时段、全场景的购物体验闭环。根据全球新经济产业第三方数据挖掘和分析机构iiMedia Research（艾媒咨询）最新发布的《2025年中国零售行业市场消费行为调查数据》数据显示，2025年中国消费者选择线上购物的核心动因中，“商品选择丰富性”以39.14%的占比居于首位，反映出消费者对多元化需求的重视。线上购物频率呈现集中化特征，“每月2-3次”成为主流选择，占比达35.45%，而每周线上购物时间分配中，“1-3小时”以55.74%的绝对优势成为多数消费者的常态选择。在消费类目偏好方面，食品类商品以36.68%的消费占比领跑线上购物清单，印证了生鲜电商和即时零售场景的深度渗透。艾媒咨询分析师认为，零售企业需系统性优化线上线下一体化运营能力：在线上渠道应强化动态定价算法与供应链弹性，通过C2M模式降低溢价空间；线下场景需加速AR虚拟试穿、智能导购机器人等体验型技术部署，同时构建会员积分跨场景通兑体系以提升用户忠诚度。对于消费者普遍反映的“价格敏感度攀升”现象，建议通过大数据驱动的精准促销策略与付费会员专属权益体系实现差异化价值供给。
With the deep integration and innovation of digital retail technology, the consumption model shows a diversified development trend, which is mainly applied to the field of traffic reconstruction such as live shopping and social e-commerce, the field of user operation such as membership system operation and accurate recommendation algorithm, and the field of scene experience such as instant retail and virtual fitting technology. This technological evolution has promoted the formation of a new consumption ecology covering intelligent shelf management and cross-border direct purchase of goods, and has spawned a smart retail solution combining AR navigation and unmanned distribution, building a full-time and full-scene shopping experience closed-loop for consumers. According to Consumer behavior survey data of China's retail industry in 2025 released by iiMedia Research, a third-party data mining and analysis institution in the global new economy industry, among the core motivations for Chinese consumers to choose online shopping in 2025, "Product selection richness" ranked first with 39.14%, reflecting consumers' emphasis on diversified needs. Online shopping frequency presents a centralized feature, "2-3 times a month" has become the mainstream choice, accounting for 35.45%, and in the weekly online shopping time allocation, "1-3 hours" has become the normal choice of most consumers with an absolute advantage of 55.74%. In terms of consumer preference, food products led the online shopping list with 36.68% of consumption, confirming the deep penetration of fresh e-commerce and instant retail scenes. Analysts of IIMedia Consulting believe that retail enterprises need to systematically optimize online and offline integrated operation capabilities: online channels should strengthen dynamic pricing algorithms and supply chain elasticity, and reduce premium space through C2M mode; In offline scenes, it is necessary to accelerate the deployment of experiential technologies such as AR virtual fitting and intelligent shopping guide robots, and build a cross-scene redemption system for member points to enhance user loyalty. For the phenomenon of "rising price sensitivity" generally reflected by consumers, it is suggested to realize differentiated value supply through big data-driven precision promotion strategy and the exclusive rights and interests system of paying members.

艾媒咨询 | 2025-2026年中国坚果炒货市场发展现状及消费趋势洞察报告

健康消费成为主流，中国坚果炒货市场正释放强劲增长活力。全球领先的新经济第三方数据挖掘和分析机构iiMedia Research（艾媒咨询）发布的《2025-2026年中国坚果炒货市场发展现状及消费趋势洞察报告》数据显示，2024 年中国坚果炒货市场规模已突破3000亿元；预计到2029年，这一规模将进一步攀升至4283亿元，5年间有望形成超千亿的增量空间。消费者对坚果炒货的需求持续升温。从日常休闲零食到日常健康补充，这类产品已深度融入大众生活，消费频次与覆盖人群不断扩大，为市场增长注入了持久且强劲的动力。
Health-conscious consumption has become mainstream, and China's nut and roasted snack market is releasing strong growth vitality. Data from the 2025-2026 Report on the Development Status and Consumption Trend Insights of China's Nut and Roasted Snack Market released by iiMedia Research shows that the scale of China's nut and roasted snack market had exceeded RMB 300 billion in 2024. It is predicted that by 2029, this scale will further climb to RMB 428.3 billion, and an incremental space of over RMB 100 billion is expected to be formed in five years.
Consumer demand for nuts and roasted snacks continues to rise. From daily casual snacks to daily health supplements, such products have been deeply integrated into people's lives. The frequency of consumption and the scope of covered consumer groups are constantly expanding, injecting lasting and strong impetus into market growth.

艾媒咨询 | 2024-2025年中国无人自助台球消费行业市场研究报告

iiMedia Research（艾媒咨询）数据显示，数据显示，2023年中国新增台球相关企业数量达到106641家，同比增长54.1%；2024年1-10月，中国新增台球相关企业数量达到113994家。此外，中国24小时无人自助台球厅数量持续上升，2024年4月同比增速达到25.0%。无人自助台球厅凭借其24小时营业和自主服务的特点，成为休闲娱乐领域的新宠。数据显示，40.6%的无人自助台球消费者每周光顾台球厅达3-4次，每周光顾台球厅5-6次的消费者占比达22.6%。随着科技的飞速发展和消费者对智能化产品需求的日益增长，台球行业正迅速迈向AI智能化时代。部分无人自助台球厅通过提供全屋智能软硬件设备代替人工管理，实现24小时营业，还引入AI教练、AI裁判等功能提升用户体验。
iiMedia Research data shows that the number of new billiards related enterprises in China in 2023 reached 106,641, an increase of 54.1%; From January to October 2024, the number of new billiards related enterprises in China reached 113,994. In addition, the number of 24-hour unmanned self-service pool halls in China continues to rise, with a year-on-year growth rate of 25.0% in April 2024. The unmanned self-service billiard hall has become a new favorite in the field of leisure and entertainment by virtue of its 24-hour operation and independent service. According to the data, 40.6% of self-service billiards consumers patronize the billiard hall 3-4 times a week, and the proportion of consumers patronizing the billiard hall 5-6 times a week is 22.6%. With the rapid development of science and technology and the increasing demand of consumers for intelligent products, the billiards industry is rapidly moving towards the era of AI intelligence. Some unmanned self-service billiards halls achieve 24-hour operation by providing whole-house intelligent hardware and software equipment instead of manual management, and also introduce AI coach, AI referee and other functions to improve user experience.