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Global Beverage Leader

Global Digital Reporting Standards + AI Brand Governance at Scale

Global digital organizations struggle with inconsistent measurement and uneven AI rollout across regions. This engagement standardized digital performance reporting across thousands of experiences and deployed AI-enabled brand governance and chatbot capabilities with strong change management—reaching ~90 markets and ~1,500 brands and reporting ~$4M in savings from reusable chatbot templates.

Client identity available with permission; metrics shared are engagement-safe.

~$4M

Reported savings via chatbot templates

~90

Markets reached

~1,500

Brands in scope

Global

Operating model deployed

Challenge

Without shared measurement standards, global teams can't compare performance, prioritize investments, or scale AI safely. The organization needed a consistent reporting framework and a way to roll out AI capabilities (like chatbots) that protected brand standards while still working across diverse local markets and operating models.

What we did

  • Standardized reporting across thousands of previously untracked digital experiences to create consistent visibility.
  • Built AI tools and processes to support brand governance—reducing duplication and lowering brand risk.
  • Aligned regional leadership through a coalition model to drive adoption (rather than imposing mandates).
  • Supported change management for AI-powered chatbot deployment, including reusable templates that accelerated rollout.

Results

  • Reported approximately ~$4M in savings from reusable chatbot templates.
  • Expanded standardization to ~90 markets and ~1,500 brands.

Strategic impact

This created a scalable operating model for measurement and governed AI enablement. By standardizing reporting and deploying reusable templates, teams could move faster with less risk—while leadership gained transparency required to allocate investment and enforce brand standards globally.

Optics + governance

  • Balanced global governance with local autonomy: standards + templates, not one-size-fits-all enforcement.
  • Brand-risk aware rollout: governance patterns supported consistent customer experiences.
  • Change management designed for adoption across regions (avoiding 'HQ imposed this' backlash).

Quick facts

Industry
Consumer Packaged Goods (CPG)
Primary Stakeholders
CDO, CIO, CFO, regional VPs, business unit leaders
Methods
AI governance; reporting standardization; chatbot enablement; change management

Related services

Data & Analytics GovernanceAI EnablementGlobal Operating Model

Key deliverables

Global reporting framework and KPI definitions

Dashboards and reporting templates

Brand governance tools and operating patterns

Reusable chatbot templates and deployment playbook

Stakeholder communications and change plan

Start with an AI Value Creation Sprint to prioritize the highest-impact global AI use cases, then implement Governance + Operating Model so regions can scale safely and consistently.