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2026/07/03
Through extensive practice, we have found that enterprise AI adoption does not happen overnight but follows a clear evolutionary path.
By Chen Yulu (CTO of Burgeon)
Recently, AI has undoubtedly become the hottest topic in the business world. But as a pragmatic business decision-maker, the core questions on your mind are likely very direct: How exactly do I embed AI into my actual operations? Is it quick to deploy? Can I tangibly see efficiency gains? Can my employees—from entry-level operators to seasoned managers—easily pick it up? These are the questions we hear most often while serving thousands of retail clients at Burgeon, and we understand them deeply. Through extensive practical experience, we've found that enterprise AI adoption doesn't happen overnight but evolves along a clear path, roughly divided into three stages: from "using AI tools," to "integrating AI into business," and finally reaching "processes driven by AI."
Today, many retail partners are in the eager "tool usage" phase, some have bravely entered the deeper waters of "business integration," and while truly "native" enterprises that have completed deep AI transformation remain few, the clear trend is pointing toward the future landscape of retail.

AI Tools "Obliterate" Repetitive Tasks, Unleashing Frontline Productivity! Many retailers' first step into AI often begins with eliminating those time-consuming, low-value "standard actions." Imagine this: filling out daily reports, checking inventory, processing reimbursements, performing basic reconciliations... These tasks consume huge amounts of employee time yet rarely drive direct growth. Employees suffer from repetitive labor, while companies struggle with labor costs.
This is where Burgeon's "AI Cloud Assistant" shines! Its core philosophy: "No forms, just commands!" Employees no longer need to jump between multiple system interfaces, hunt for fields, or fill out complex forms. Simply speak your request like talking to an assistant: "Check the TOP 10 sales from all southern district stores yesterday," "Check the inventory of size S items in Warehouse A and transfer 20 pieces to Store B," "Generate the closing report for last month's promotion"... The AI Cloud Assistant instantly understands the intent, automatically calls backend systems, and completes the task in one seamless flow.
Direct Value: Zero learning curve—employees pick it up almost instantly; immediate efficiency gains—just speaking replaces hours of manual operation (deeply integrated with Feishu, DingTalk, and WeCom, no platform switching needed)! It acts like a super add-on, specifically designed to eliminate standardized repetitive tasks, freeing teams to focus on higher-value work.

AI Goes Deep into Frontline Business, Becoming Your "Gold-Medal Sales Partner"! The value of AI must not stop at being an efficiency tool. Retail enterprises expect it to genuinely participate in core business decisions and execution, driving incremental performance. How does AI deliver when sales associates need more precise recommendations and scripts, or when operations teams need real-time data to make judgments? Burgeon's innovative solution, the "AI Smart Badge," was created for this. This isn't just a physical badge; it's a super intelligent agent armed alongside the salesperson, one that "understands the business." We build a proprietary knowledge corpus for each brand, curate best-practice scripts, and integrate multi-dimensional data sources including member profiles, real-time inventory, and promotional activities. The interactions between sales associates and customers are high-frequency; we record successful cases, distill them into truly effective "gold-medal scripts," and use them as powerful sales training tools.
Direct Value: New employees gain the insight of seasoned veterans, significantly boosting conversion rates; sales associates are no longer fighting alone, gaining an ever-present "golden partner"; inventory turnover accelerates, turning slow-movers into best-sellers. AI is no longer just an assistant but a key business partner empowering the front line and driving performance.

AI Drives Process Reengineering, Ushering in a New Era of "Unstaffed Sales Guidance"! The ultimate goal of AI transformation is to become the designer and driver of business processes. Take private domain operations as an example: traditional models heavily rely on sales associates manually sending group messages, pushing products, sending direct messages, and chasing orders to boost activity. Labor costs are high, response times are limited, and scaled, personalized service is a challenge.
Burgeon's "Private Domain AI Unstaffed Sales Guide" solution completely overturns this process! Users in your WeCom groups, Official Accounts, or Mini Programs no longer wait for a human associate; they interact with a 24/7 intelligent sales guide. It can proactively identify user needs: offer styling advice based on user images or text descriptions, accurately interpret product highlights and real-time promotions, intelligently recommend complementary items, and even directly facilitate purchases. From need identification to final conversion, the AI completes the loop without requiring constant human oversight.
Direct Value: Significant reduction in labor costs; responses delivered in seconds, multiplying conversion efficiency; members enjoy highly personalized, instant-response service experiences, increasing loyalty. Here, AI is not merely a participant—it is the core engine reshaping private domain operations, unleashing immense productivity and creating entirely new customer experiences.

From Stage One, lowering the barrier to entry and building habits, to Stage Two, penetrating business and creating incremental value, and then to Stage Three, restructuring processes and enhancing efficiency—Burgeon no longer offers isolated AI tools but a complete AI engine matrix supporting the intelligent advancement of retail enterprises.
Having successfully crossed the chasm from tool application to process intelligence, we will lead the transition of omni-channel intelligent scenarios towards a new phase of autonomous AI operations.
"The Intelligent Allocation Revolution": In the past, store allocation relied heavily on the experience of senior operations staff, was time-consuming, and prone to errors or omissions. Through Burgeon's AI solution, the system automatically analyzes daily store sales, real-time inventory, and sell-through rates, generating accurate allocation and replenishment suggestions on the same day! Operations personnel only need to review and confirm. Value: Allocation decision efficiency improves by over 90%, manpower is greatly freed, slow-moving inventory is significantly reduced, and the risk of best-seller stockouts decreases.
"Private Domain Conversion Leap": Too many members to serve? Struggling with personalization? Burgeon AI empowers private domain operations: it automatically generates personalized recommendation scripts, product combination suggestions, and precise event reminders based on member profiles and behavioral preferences. Value: Member conversion rates see a significant boost of 20%+, winning customer hearts through personalized service, leading to increased member activity and repurchase rates.
"Cross-Department Intelligent Collaboration": Promotional activities operating in silos? Information barriers between departments causing conflicting decisions? Burgeon AI integrates omni-channel data streams—including brand campaigns, product inventory, and store execution—to provide a unified business perspective, enabling different departments to collaborate and make decisions based on the same set of "facts." Value: Breaks down information silos, enhances departmental collaboration efficiency and decision consistency, ensures precise execution of marketing activities, and provides clearer ROI on resource investments.

We firmly believe that digital transformation in retail is by no means just deploying a few systems or filling out more reports; the core lies in a fundamental upgrade of underlying operational logic! In today's environment where Instant Messaging (IM) is the primary workspace, Burgeon is committed to making AI the true "intelligent operations steward" for your enterprise—making organizational structures lighter and more agile, business decisions faster and more precise, and business execution more stable and efficient!

We are actively leveraging AI to solve internal knowledge management pain points. Our company has extensive knowledge bases, such as IT manuals, HR policies, and SOPs. Traditional methods relying on self-study or centralized training are less effective given frequent personnel changes and busy schedules. Now, when employees encounter operational questions during work—such as inventory transfers or store receiving—they don't need to browse lengthy manuals or rely on "experienced veterans." They can directly ask the AI knowledge base assistant. It quickly locates and provides the relevant sections, allowing employees to learn and apply immediately, significantly shortening fragmented learning cycles and boosting efficiency. Since its launch last December, thousands of queries per month have proven its effectiveness.
Beyond knowledge management, we are also exploring AI's potential in areas like marketing content generation, AI-assisted recruitment, personalized product design support, and functional fabric R&D, aiming to enhance efficiency in specific processes.

In advancing digitalization within the China region, we are focusing on two major projects this year: upgrading the Customer Relationship Management (CRM) system and optimizing the private domain Mini Program platform.
The major CRM upgrade aims to achieve a 360° panoramic view of consumers. Future analysis will go beyond basic transaction data (like purchase frequency and amount), deeply integrating consumer behavioral data to create a more three-dimensional profile. Regarding private domain construction, we are reintegrating the brand's WeChat Mini Programs to build a unified private domain platform. The new platform will support rapid onboarding for new stores, enabling efficient replication of successful brand experiences, with plans to expand to other group brands in the second half of the year.
If we successfully complete the integration of the Mini Program and CRM system upgrades, and continue to refine and deepen their capabilities, MaxMara's level of digitalization in the Chinese luxury sector will be at the forefront.
I have always believed that true digitalization cannot stop at a single link (such as focusing solely on MarTech). It should run through the entire business process. For example, a successful product launch requires integrating audience targeting data, media placement plans, actual product arrival quantities and timing, logistics customs clearance progress, and even production schedules—achieving precise synchronization between marketing activities and supply chain assurance. This is precisely the direction we are continuously working towards: making digitalization the solid foundation that supports MaxMara's classic warmth and modern efficiency side by side.
This article is included in [Burgeon New Vision], curated by Sun Yihui, Chairman of Burgeon Technology, and published by the Burgeon Research Institute.

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