Sample case · not a real clientConsumer brand

A consumer brand in south China (sample)

About 300 people, mainly online plus 40 stores; large content and service teams.

Fully simulated sample case.

A consumer brand in south China (sample)AI-generated
3×Content output, same team
~70%Standard questions self-served
40 → 18Service team (redeployed to membership)
~¥2.9MNet annual saving
0Ad-law or AI-label issues

Basis: sample data · modeled (not measured)

Starting point

The owner's three problems

01

Multi-platform content demand exploded; constant overtime

02

40 service agents answering repetitive questions

03

Scattered member data; repeat purchase left to chance

Process

How we did it

01

Discover

Diagnose, 2 weeks: modeled 3 work pools (content, service, e-commerce)

02

Build

90-day pilot: content production and customer Q&A

03

Adopt & improve

Months 4–12: membership ops and store reports

Scope

Departments, AI employees and workbench modules

Departments

Content marketing, customer service, e-commerce ops, membership, finance

Workbench modules

Operating cockpit, content studio, service center, membership & repeat

AI employees (agents)

Content AgentCompliance Check AgentCustomer Q&A AgentListing & Pricing AgentMembership AgentReporting Agent

Results

Leaner · Faster · Stronger

All figures are sample data.

Leaner

40 → 18Service team (redeployed to membership)
~¥2.9MNet annual saving

Faster

3×Content output, same team
~70%Standard questions self-served

Competitive edge

0Ad-law or AI-label issues

Faster new-product content with zero platform compliance issues — confident, frequent launches.

Sample quote
“Same team, three times the content — and fewer complaints.”
— Founder (sample quote)

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