Sample case · not a real clientManufacturing
A furniture manufacturer in east China (sample)
About 650 people, two production bases, custom furniture plus contract channel; about 130 in support and management roles.
Fully simulated sample case.
AI-generatedBasis: sample data · modeled (not measured)
Starting point
The owner's three problems
Custom quotes depend on veterans and take 1–2 days
Scheduling by experience; rush orders cause delays
Month-end close takes 10 days; no real-time margin view
Process
How we did it
Discover
Diagnose, 3 weeks: two bases, 7 departments, 42 role groups scored
Build
90-day pilot: sales quoting and finance reconciliation
Adopt & improve
Months 4–12: extended to scheduling, procurement and quality
Scope
Departments, AI employees and workbench modules
Departments
Sales, supply chain (procurement/scheduling), finance, HR, quality
Workbench modules
Operating cockpit, quotes & orders, supply chain, month-end close, HR
AI employees (agents)
Results
Leaner · Faster · Stronger
All figures are sample data.
Leaner
Faster
Competitive edge
Fast quotes and reliable delivery make it more responsive in contract-channel bids.
“Quotes went from two days to two hours. Our sales team finally has time to visit customers.”
Run the same numbers for your company
Free diagnostic: on-site interviews, role-by-role AI scoring and a cost model.