Top FMCG Company
Cross-Market Collaboration, Automated

Background: A Global Giant's Regional Challenge ​

This company is the Southeast Asian regional operating entity of a global top-tier FMCG group, with business operations spanning more than 10 markets across the region. Teams across Thailand, Vietnam, Malaysia, Indonesia, the Philippines, and beyond all rely on Lark as their primary collaboration platform. The sheer diversity of local languages, time zones, and business rhythms across these markets had long made cross-team promotional coordination one of the most persistent bottlenecks for operational efficiency.

Promotional campaigns in the FMCG world are time-sensitive by nature. A product launch in Bangkok requires coordinated pricing approvals from regional HQ, localized marketing assets from the creative team in Kuala Lumpur, and compliance sign-off from the legal team in Singapore — all happening simultaneously across different Lark groups and in different languages. Under the old model, a single campaign approval could involve dozens of manual message forwards, @-mentions that went unnoticed, and follow-up threads that diverged across groups without any unified tracking.

The company had explored off-the-shelf workflow tools, but none could satisfy the intersection of three hard requirements: deep Lark integration (their non-negotiable platform), real-time multilingual support, and enterprise-grade data sovereignty compliance. They needed a solution that lived inside Lark, understood multiple languages natively, and could be privately deployed to meet the group's global security standards.

Solution: AI Employee Inside Lark ​

COCO deployed an AI employee directly inside the company's Lark workspace, with a private deployment on GCP Singapore to satisfy data sovereignty requirements — successfully passing a joint security review by three departments (IT Security, Legal, and Data Governance). The solution operates as three interconnected capabilities that transform the company's cross-market coordination from a manual relay race into an automated, intelligent dispatch system.

Results ​

The impact of COCO AI's deployment was felt almost immediately across the organization. The AI auto-dispatch system replaced the previous manual group-relay coordination model, delivering a transformative improvement in coordination efficiency. Tasks that once required multiple forwards and manual tracking across 5-6 groups are now automatically identified, structured, and routed to the right person — reducing coordination overhead by an order of magnitude.

The deployment cleared a three-department joint security review, satisfying all enterprise compliance requirements including data residency in Singapore, encryption standards, and access control policies. This was not a rubber-stamp process — it involved months of rigorous evaluation by IT Security, Legal, and Data Governance teams, setting a precedent for AI adoption across the broader global organization.

Cross-market information accuracy improved substantially, reducing rework caused by miscommunication and translation errors. Teams that previously operated in language silos now collaborate seamlessly, with the AI ensuring every message is understood correctly regardless of the sender's language. Critical approval tasks are no longer lost in message streams — every workflow is traceable, nudgeable, and closed-loop.

Why This Case Matters ​

This case represents a critical proof point for enterprise AI adoption in highly regulated, multi-market environments. The FMCG industry operates at a pace where hours of coordination delay can mean missed shelf windows and lost revenue. By embedding AI directly into the company's existing Lark infrastructure — rather than asking teams to adopt yet another tool — COCO eliminated the adoption barrier that kills most enterprise AI initiatives before they start.

What makes this deployment particularly significant is the security validation. For global enterprises, passing a three-department security review is often the hardest milestone in any technology adoption. COCO's private GCP Singapore deployment model proved that enterprise-grade AI automation doesn't have to compromise on data sovereignty or compliance — it can meet the most stringent standards while still delivering the speed and flexibility that operations teams need. This precedent opens the door for AI-driven coordination across the company's global operations, not just Southeast Asia.