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Building an AI operating system across five departments
CASE STUDY · ORG-WIDE ROLLOUT

Building an AI operating system across five departments

Client: Prestige beauty manufacturer
Industry: Beauty & Personal Care
Platform: Claude Code (Anthropic)
Scope: Org-wide, multi-brand

A high-growth beauty brand replaced fragmented, manual operations with one AI intelligence layer: domain skills, live data, and governed routines on a shared backbone.

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59
skills maintained in one source-controlled operational system, supporting 23 scheduled routines.

Situation

A lean team ran the full product lifecycle - formulation, regulatory, manufacturing, quality, fulfillment - across five departments that didn't talk to each other.

Approach

A custom AI operating system built on Claude Code: specialized skills and routers per department, sharing one source of truth. Six systems went live, including Product Development, Purchasing, Quality, and Regulatory.

Results

  • 35+ manual processes replaced across six interconnected systems
  • 59 skills maintained in one source-controlled operational system
  • 23 scheduled routines operating across daily, weekly, and monthly cadences