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海底捞:借助 AgentOS 实现个性化客户旅程编排

龚作仁 2026-09-09 16:00
龚作仁 2026/09/09 16:00

邦小白快读

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本文介绍了全球连锁火锅品牌海底捞借助AgentOS系统解决海外市场客户沟通痛点,实现会员精细化运营的完整案例,核心干货如下:

1. 海底捞当前的基本盘:全球布局亚洲、欧洲、北美等区域,拥有超1000家门店,会员体系积累了超2亿会员,核心痛点是不同市场顾客沟通偏好差异大,海量客户数据难以转化为及时有效的沟通,还会增加区域团队人工负担,亟需一套统一自动化的跨渠道触达方案。

2. 具体落地方案:和Infobip合作,通过AgentOS整合内部CRM、营销系统的多类客户数据,支持对客户灵活分群,可根据用户行为自动触发个性化沟通旅程,还能快速根据不同市场的本地习惯调整沟通渠道和内容。

3. 最终落地效果:六个月内邮件核心数据大幅提升,点击率达到之前的2.72倍,每月定向触达的沉睡客户中,约有5%会回归门店消费,效果提升明显。

本文给出海连锁品牌做会员营销、区域运营提供了可落地的参考案例,核心干货围绕品牌营销和消费趋势总结如下:

1. 出海品牌当前普遍面临的痛点:在多区域扩张的背景下,不同市场用户的沟通偏好差异大,品牌积累了海量存量会员数据,但难以高效转化为互动和复购,人工运营又会大幅增加团队成本,亟需能兼顾个性化和规模化的统一解决方案。

2. 可复制的营销方案:对接第三方技术平台整合自有会员数据,基于用户消费、互动行为做分群,自动触发不同阶段的个性化沟通,针对不同市场灵活选择当地用户常用的沟通渠道,调整沟通内容的侧重,第三方服务商还可提供成熟模板降低区域团队的落地成本。

3. 效果与趋势:该方案落地后海底捞邮件点击率提升2.72倍,每月有5%的沉睡客户被激活回流,可见当前存量会员的个性化自动化运营是品牌拉动复购的重要方向,符合用户对个性化服务的需求趋势。

本文给出海零售、餐饮类卖家做客户运营提供了可学习的经验,同时提示了新的增长机会,核心干货总结如下:

1. 多区域出海卖家普遍会遇到的问题:随着门店和会员规模扩张,原有广撒网式的会员触达效率越来越低,不同区域用户习惯不同,从零搭建运营体系会大幅增加团队负担,海量会员数据没法转化为实际复购增长。

2. 可直接参考的应对措施:不需要替换自身原有数据系统,可以和成熟的第三方技术服务商合作,借助成熟平台实现客户数据整合、自动化个性化旅程运营,平台输出的模板和流程可以直接给区域团队复用,降低落地难度。

3. 机会与风险提示:当前存量会员运营尤其是沉睡客户激活还有很大增长空间,个性化自动化运营是明确的增长方向,卖家可以尽早布局,依托第三方平台降低试错成本,该模式可复制性强,适合多区域布局的出海卖家复用,后续拓展更多沟通渠道还有更大的增长空间。

本文给面向餐饮品牌服务的相关工厂指明了新的商业机会,也给出了数字化转型的启示,核心干货总结如下:

1. 当前市场存在明确的需求缺口:越来越多餐饮连锁品牌开始出海扩张,多区域布局过程中,对数字化的客户运营工具、可落地的个性化沟通方案需求强烈,很多品牌自身积累了海量会员数据,但没有能力把数据转化为复购增长。

2. 需求的核心特征:品牌需要的方案要能对接自身已有的内部数据系统,不需要推翻原有体系就能使用,同时要支持多区域本地化调整,能适配不同市场用户的沟通习惯,支持多渠道接入,还能实现全流程自动化运营,降低区域团队的工作负担。

3. 对工厂的启示:如果是做To B服务的餐饮数字化相关工厂,可以围绕出海品牌的多区域会员运营需求开发产品,重点满足对接原有系统、灵活本地化调整、自动化运营的核心需求,同时提供落地配套支持,这个赛道有很大的市场增长空间,推进自身数字化布局才能抓住这类新机会。

本文清晰展现了出海营销服务领域的客户痛点和行业发展趋势,给To B营销技术服务商提供了明确的方向,核心干货总结如下:

1. 当前品牌客户的核心痛点:出海连锁品牌手里有大量存量会员数据,多区域不同市场的用户沟通偏好差异大,原有粗放的群发营销效率很低,想要做个性化运营又会大幅增加区域团队的人工成本,品牌需要的是不增加团队负担,就能实现规模化个性化沟通的解决方案。

2. 客户对服务商的核心需求:不仅需要提供技术平台,还要能支持对接品牌现有的内部CRM、营销系统,保留品牌原有数据主记录,同时要支持全球多渠道接入,允许各区域灵活调整沟通内容和流程,在上线实施阶段还要提供模板、流程、操作规范等配套支持,降低客户的落地门槛。

3. 行业发展趋势:存量会员的精细化运营、自动化个性化客户沟通会成为越来越多出海品牌的核心需求,能支撑全球多区域多渠道布局的客户互动平台,未来会有非常大的市场空间,提前布局这类产品就能抢占市场先机。

本文从海底捞的需求落地案例,给出了客户运营技术平台的发展方向,核心干货围绕平台需求和运营总结如下:

1. 品牌客户对平台的核心需求:不需要品牌替换原有的内部数据系统,要能通过API对接品牌现有CRM、营销系统,保留品牌原有数据主记录,降低品牌的接入成本;同时要满足多区域适配的需求,支持不同市场灵活更换沟通渠道、调整沟通内容,框架统一又能灵活调整。

2. 平台运营需要完善的配套服务:除了核心的数据整合、用户分群、自动旅程编排能力,平台还要在客户上线阶段提供配套支持,输出成熟的模板、流程和操作规范,让客户的区域团队可以直接复用,降低客户内部的落地成本,提升客户留存。

3. 风向和机会提示:当前出海品牌对存量会员激活、个性化运营的需求非常明确,平台可以把出海连锁品牌作为核心招商方向,围绕多区域多渠道个性化运营的需求优化产品能力,能精准匹配品牌需求,获得更多增长机会,同时要注意跟进不同区域渠道的合规要求,规避政策风险。

本文给产业数字化研究提供了典型的新案例,展现了出海品牌运营的新动向和新问题,核心干货总结如下:

1. 产业运营的新动向:当前全球连锁品牌的会员运营已经从早期的粗放式群发,转向规模化的个性化客户旅程运营,借助第三方技术平台实现全流程自动化,降低区域团队的运营负担,已经成为了一种可复制的新模式;同时出海品牌的本地化适配,已经从产品层面延伸到客户沟通运营层面,针对不同市场做渠道和内容调整成为新的运营要求。

2. 创新商业模式总结:本次案例中出现的“品牌自有数据系统+第三方技术平台做运营落地”的模式,既保留了品牌原有的数据资产,不需要品牌做大规模的系统替换,又能借助第三方的技术能力快速实现个性化运营,整体灵活性和可复制性都很强,适合多区域扩张的品牌采用。

3. 待研究的新问题:当前多区域多渠道客户运营还在不断发展,海底捞也在探索更多新的沟通渠道,后续针对不同区域的合规问题、多渠道数据打通问题、效果持续优化问题,都还有很大的研究空间,值得进一步跟进。

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声明:快读内容全程由AI生成,请注意甄别信息。如您发现问题,请发送邮件至 run@ebrun.com 。

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Quick Summary

This article presents a complete case study of how global hot pot chain Haidilao leverages the AgentOS system to address customer engagement pain points in overseas markets and achieve refined会员 operation. Key takeaways are as follows:

1. Haidilao's current basics: The brand operates over 1,000 stores across Asia, Europe, North America and other regions globally, with a会员 system boasting more than 200 million users. Its core pain points are large variations in customer communication preferences across markets, difficulty converting massive customer data into timely, effective engagement, and added manual workload for regional teams, creating an urgent need for a unified, automated cross-channel outreach solution.

2. Implementation details: Partnering with Infobip, Haidilao integrated multiple types of customer data from its internal CRM and marketing systems via AgentOS. The solution enables flexible customer segmentation, automatically triggers personalized customer journeys based on user behavior, and allows quick adjustments to communication channels and content to align with local habits in different markets.

3. Outcome: Within six months, core email performance improved dramatically: click-through rate rose to 2.72 times the previous level. Around 5% of lapsed customers reached via monthly targeted outreach returned to in-store consumption, marking a significant improvement.

This article provides a actionable reference case for cross-border brands on会员 marketing and regional operation. Key insights for brand marketing and consumer trends are summarized below:

1. Common pain points for cross-border brands: Against the backdrop of multi-market expansion, user communication preferences vary significantly across regions. While brands have accumulated massive存量会员 data, they struggle to convert it into effective engagement and repeat purchases, and manual operation drives up team costs substantially. There is an urgent demand for a unified solution that balances both personalization and scalability.

2. Replicable marketing strategy: Brands can partner with third-party technology platforms to integrate their existing会员 data, segment users based on consumption and interaction behavior, and automatically trigger personalized communication at different customer journey stages. They can also flexibly adopt communication channels popular with local users in each market and adjust content focus, while third-party providers offer ready-to-use templates to lower implementation costs for regional teams.

3. Performance and trend: After implementation, Haidilao's email click-through rate increased 2.72x, and 5% of lapsed customers are activated and return each month. This demonstrates that automated personalized operation of existing会员 is a key lever for brands to drive repeat purchases, aligned with the growing consumer demand for personalized services.

This article shares actionable insights for cross-border retail and F&B sellers on customer operation and highlights new growth opportunities. Key takeaways are as follows:

1. Common challenges for multi-regional cross-border sellers: As store and会员 scale grows, the traditional blanket outreach approach becomes far less efficient. Differences in user habits across regions mean building an operation system from scratch significantly increases team burden, leaving massive会员 data untapped for driving repeat purchase growth.

2. Actionable coping strategies: Sellers do not need to replace their existing data systems. Instead, partnering with established third-party technology providers allows them to integrate customer data and run automated personalized customer journeys via mature platforms. The platforms' templates and processes can be directly reused by regional teams, reducing implementation barriers.

3. Opportunity and risk notes: There remains substantial untapped growth potential in existing会员 operation, especially lapsed customer activation. Automated personalized operation is a clear growth direction, and sellers should布局 this area early. Leveraging third-party platforms lowers trial-and-error costs, and this highly replicable model is suitable for cross-border sellers with multi-regional布局, with additional growth opportunities available when expanding to more communication channels.

This article identifies new business opportunities for factories serving F&B brands and offers insights for digital transformation. Key takeaways are summarized below:

1. Clear unmet demand in the current market: A growing number of F&B chain brands are expanding overseas, and they have strong demand for digital customer operation tools and actionable personalized communication solutions during multi-regional expansion. Many brands hold massive会员 data but lack the capability to convert it into repeat purchase growth.

2. Core characteristics of this demand: Brands require solutions that can integrate with their existing internal data systems, eliminating the need to replace legacy infrastructure. The solutions must also support localization for different regions to adapt to user communication preferences across markets, enable multi-channel access, and deliver fully automated operation to reduce workload for regional teams.

3. Insights for factories: B2B F&B digital solution providers can develop products targeting the multi-regional会员 operation needs of cross-border brands, focusing on core requirements: integration with existing systems, flexible localization, and automated operation, plus supporting implementation services. This track offers substantial market growth potential, and factories must advance their own digital布局 to capture these new opportunities.

This article clearly outlines customer pain points and industry trends in the cross-border marketing services space, and provides clear direction for B2B martech service providers. Key insights are as follows:

1. Core pain points of brand clients: Cross-border chain brands hold large volumes of existing会员 data, but user communication preferences vary widely across regional markets. Traditional mass marketing is low-efficiency, while personalized manual operation substantially increases labor costs for regional teams. Brands need solutions that deliver scalable personalized communication without adding extra burden to their teams.

2. Core client requirements for service providers: Beyond providing technology platforms, providers must support integration with brands' existing internal CRM and marketing systems, while retaining brands' original master data records. They must also support global multi-channel access, allow regional teams to flexibly adjust communication content and processes, and offer supporting resources including templates, processes and operation guidelines during implementation to lower clients' adoption barriers.

3. Industry development trend: Refined existing会员 operation and automated personalized customer engagement will become core demand for a growing number of cross-border brands. Customer engagement platforms that support global multi-regional, multi-channel布局 will see enormous market opportunity going forward, and early product布局 in this area will allow providers to capture first-mover advantage.

Based on Haidilao's implementation case, this article outlines the development direction for customer operation technology platforms. Key insights on platform requirements and operation are summarized below:

1. Core requirements from brand clients: Platforms should not require brands to replace their existing internal data systems; instead, they should integrate with brands' existing CRM and marketing systems via APIs and retain brands' original master data to lower onboarding costs. They must also support multi-regional adaptation, allowing flexible changes to communication channels and content across different markets, delivering a unified framework with flexible customization.

2. Required supporting services for platform operation: In addition to core capabilities including data integration, user segmentation and automatic customer journey orchestration, platforms need to provide supporting resources during client onboarding, offering mature templates, processes and operation guidelines that regional teams can reuse directly. This reduces clients' internal implementation costs and improves customer retention.

3. Trend and opportunity notes: Demand from cross-border brands for lapsed customer activation and personalized operation is already clear. Platforms can prioritize cross-border chain brands as their core target for business development, and optimize product capabilities around the demand for multi-regional, multi-channel personalized operation to accurately match brand needs and capture more growth opportunities. Platforms should also keep track of regional regulatory requirements for different communication channels to mitigate policy risks.

This article provides a typical new case for industrial digitalization research, revealing new trends and challenges in the operation of cross-border brands. Key takeaways are as follows:

1. New trends in industrial operation: The会员 operation of global chain brands has evolved from early-stage blanket mass messaging to scalable personalized customer journey operation. Leveraging third-party technology platforms to achieve fully automated operation and reduce burden on regional teams has emerged as a replicable new model. Meanwhile, localization for cross-border brands has extended from product-level adaptation to customer communication and operation, with channel and content adjustments for different markets becoming a new core operational requirement.

2. Summary of the innovative business model: The "brand-owned data system + third-party technology platform for operation delivery" model demonstrated in this case preserves brands' existing data assets without requiring large-scale system replacement, while enabling brands to quickly launch personalized operation via third-party technical capabilities. The model is highly flexible and replicable, making it well-suited for brands pursuing multi-regional expansion.

3. New questions for further research: Multi-regional, multi-channel customer operation is still evolving, and Haidilao continues to explore additional new communication channels. Further research is needed on key open questions including regional compliance, multi-channel data unification, and sustained performance optimization, which deserve continued follow-up research.

Disclaimer: The "Quick Summary" content is entirely generated by AI. Please exercise discretion when interpreting the information. For issues or corrections, please email run@ebrun.com .

I am a Brand Seller Factory Service Provider Marketplace Seller Researcher Read it again.

01 挑战:在全球市场保持客户互动的相关性

海底捞是一家全球连锁火锅品牌,以卓越的服务体验著称。目前在全球亚洲、欧洲、北美等地拥有超过1,000家门店,会员体系积累了超过2 亿会员。

对服务的重视意味着品牌需要持续与会员保持联系、鼓励订位、推广优惠、激活沉睡客户,并提升顾客的回访意愿。随着海外业务的拓展,不同市场的顾客在沟通偏好上各有差异。

海底捞内部已经积累了丰富的客户数据,但关键在于如何将这些数据转化为及时、有效的沟通,同时不增加区域团队的人工负担。

为此,海底捞需要一套统一且自动化的客户沟通方案,覆盖大中华区以外的海外市场,不论顾客习惯用哪个渠道,都能触达。具体来说,就是按行为和渠道偏好细分会员、构建自动化培育旅程,并根据各市场的需求调整沟通方式。

02 解决方案:把客户数据转化为规模化的个性化旅程

海底捞与Infobip合作,通过AgentOS将客户数据、受众细分和旅程编排整合在一起。该平台支持全球各区域的邮件旅程和移动推送,帮助团队在实现个性化沟通的同时,对每位客户保持一致的信息视图。

通过API接口,海底捞将内部CRM和营销系统中的画像数据、交易数据和互动行为数据,接入Infobip的客户数据平台,同时保留内部系统作为数据主记录。这些数据包括:

▶ 最近一次到店时间

▶ 平均消费金额

▶ 优惠券是否可用及使用情况

▶ 购买行为和会员活跃度

▶ 对过往营销活动的互动情况

这些数据接入客户数据平台后,海底捞可以很方便地对客户进行分群,并根据行为自动触发个性化的沟通旅程。区域团队不再需要做广撒网式的营销,而是能够根据每位会员与品牌的关系阶段,进行更有针对性的触达。

每次到店,都连接下一次互动

在顾客到店前后,邮件成了旅程中的重要一环,移动推送则为海底捞提供了一个全球通用的客户触达渠道。海底捞用邮件做季节性活动、活动邀请、优惠券提醒、订位提示和后续跟进。

活动可以根据客户行为自动触发,让团队在最合适的时间点触达会员。比如在新加坡,团队设计了一套专门鼓励复购的旅程。顾客会根据消费行为收到不同阶段的优惠,随着旅程推进,激励内容也会相应变化。

Infobip AgentOS把整个流程自动化了,一次消费完成就能自动触发下一封邮件和下一张优惠券。团队不用每次到店都手动建一轮活动,旅程自己就能跑起来。这让海底捞能把客户行为转化为双向互动,同时确保每个客户的体验是一致的。

根据本地习惯调整旅程

同样的客户数据和旅程框架,可以根据不同市场顾客的沟通习惯和期望做灵活调整。在美洲和欧洲,邮件和WhatsApp的作用更突出。在亚洲,公司会根据市场情况选择LINE、Zalo、KakaoTalk或短信。移动推送则是全球统一在使用。

目前,AgentOS支撑着海底捞各区域的邮件旅程和全球的移动推送。这为将来把更多区域渠道纳入个性化旅程奠定了基础。

每个旅程的内容也因市场而异。有些地方侧重于会员权益、优惠券和复购。有些地方则是先介绍海底捞的用餐体验、讲解火锅怎么吃,再把生日、节庆和订位联系起来。

Infobip在上线和实施阶段也提供了支持,帮助海底捞团队建好了模板、流程和操作规范,各区域可以直接沿用。

03 最终效果:更有针对性的活动,让客户持续保持互动

海底捞将客户数据与自动化、个性化的旅程结合起来后,六个月内邮件互动的表现有了明显改善:

▶ 点击率达到之前的2.72倍

▶ 点击效率达到之前的2.37倍

▶ 打开率达到之前的2.14倍

▶ 邮件送达率保持在95%

海底捞现在每个月要发送大约五百万封邮件。在这个量级上,送达率、打开率和点击率每提升一点,都能给订位和复购带来更多机会。

新方案也让海底捞对不同客户群体的触达更精准了。不再是广撒网式地群发,而是根据会员信息和消费行为来判断谁该收到消息、下一步怎么做。

沉睡客户的激活也在其中。海底捞的数据显示,每个月定向触达的沉睡客户里,大约有5% 会回来消费。

收益不只看单次活动的数据。区域团队现在有了更清晰的框架来规划和自动化邮件旅程,海底捞也能从互动数据中持续学习,在各市场不断调整策略。

在邮件的基础上,海底捞还在探索WhatsApp、LINE、Zalo、KakaoTalk和语音这些渠道,看能不能为未来的客户旅程提供更多支持。

注:文/龚作仁,文章来源:Laborer,本文为作者独立观点,不代表亿邦动力立场。

文章来源:Laborer

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FAQ回顾

海底捞使用AgentOS进行客户运营取得了哪些效果?

海底捞落地相关方案后六个月内,邮件点击率达此前的2.72倍、点击效率达2.37倍、打开率达2.14倍,邮件送达率稳定在95%;每月定向触达的沉睡客户中约有5%会回归消费,有效带动订位和复购提升。

AgentOS对连锁餐饮的客户运营有什么作用?

AgentOS可整合企业客户数据、受众细分和旅程编排功能,支持多区域多渠道的自动化客户触达,可根据不同市场用户沟通偏好灵活调整策略,同时降低区域团队人工负担,实现规模化的个性化客户沟通。

海底捞海外市场常用的客户触达渠道有哪些?

海底捞海外客户沟通可根据区域选择适配渠道,欧美市场侧重使用邮件、WhatsApp,亚洲市场可选择LINE、Zalo、KakaoTalk或短信,移动推送是其全球通用的标准化客户触达渠道。

海底捞搭建个性化客户旅程会用到哪些用户数据?

会用到CRM及营销系统中的多类数据,包括客户最近一次到店时间、平均消费金额、优惠券使用情况、购买行为与会员活跃度、过往营销活动互动情况等画像、交易、互动行为相关数据。

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