Productivity Model

Per-role and per-team productivity projections across 483 employees

Weekly Hours Saved
3,283 hrs
Across 483 employees
Annual Value Generated
$17.3M
Productivity + cost savings
Avg Hours / Employee / Week
6.8 hrs
Mean across all roles
Claude Workflows Deployed
31
18 role archetypes

Annual Value by Role

Headcount × annual value per person — sorted descending

Role Productivity Breakdown

Key metrics and Claude workflows per role archetype

Wholesale Account Manager

35 ppl
Partner retention
92%96%
Hrs saved / wk
8 hrs
Value / person
$52K
Total value
$1.8M
Workflows
2

Retail Store Manager

100 ppl
Store NPS
4262
Hrs saved / wk
5 hrs
Value / person
$18K
Total value
$1.8M
Workflows
2

Product Manager

28 ppl
Launch success rate
65%82%
Hrs saved / wk
8 hrs
Value / person
$45K
Total value
$1.3M
Workflows
2

Supply Chain Planner

30 ppl
On-time delivery
88%95%
Hrs saved / wk
8 hrs
Value / person
$42K
Total value
$1.3M
Workflows
2

Manufacturing Engineer

35 ppl
Defect rate
2.3%1.2%
Hrs saved / wk
7 hrs
Value / person
$35K
Total value
$1.2M
Workflows
2

E-commerce Manager

32 ppl
E-commerce revenue growth
+5% YoY+18% YoY
Hrs saved / wk
7 hrs
Value / person
$38K
Total value
$1.2M
Workflows
1

Finance Professional

22 ppl
Monthly close time
18 days10 days
Hrs saved / wk
10 hrs
Value / person
$55K
Total value
$1.2M
Workflows
2

R&D Engineer

27 ppl
Time to certification
6 months4 months
Hrs saved / wk
6 hrs
Value / person
$35K
Total value
$945K
Workflows
2

Marketing Specialist

28 ppl
Content velocity
8/week22/week
Hrs saved / wk
6 hrs
Value / person
$32K
Total value
$896K
Workflows
2

Business Development Rep

20 ppl
Partnership conversion rate
12%22%
Hrs saved / wk
7 hrs
Value / person
$42K
Total value
$840K
Workflows
1

Executive Leader

8 ppl
Board prep time
30 hrs/qtr8 hrs/qtr
Hrs saved / wk
12 hrs
Value / person
$95K
Total value
$760K
Workflows
2

IT Professional

16 ppl
System uptime
98.5%99.5%
Hrs saved / wk
8 hrs
Value / person
$45K
Total value
$720K
Workflows
2

HR Professional

18 ppl
Turnover rate
18%12%
Hrs saved / wk
7 hrs
Value / person
$38K
Total value
$684K
Workflows
2

Software Developer

14 ppl
Integration error rate
2.1%0.5%
Hrs saved / wk
8 hrs
Value / person
$48K
Total value
$672K
Workflows
2

Quality Engineer

20 ppl
Certification cycle time
6 months3.5 months
Hrs saved / wk
6 hrs
Value / person
$32K
Total value
$640K
Workflows
1

Product Designer

22 ppl
Design-to-production handoff
3 weeks1.5 weeks
Hrs saved / wk
5 hrs
Value / person
$28K
Total value
$616K
Workflows
1

Digital Marketing Specialist

12 ppl
DTC conversion rate
1.8%2.8%
Hrs saved / wk
5 hrs
Value / person
$30K
Total value
$360K
Workflows
1

Customer Service Rep

16 ppl
D-air service turnaround
14 days5 days
Hrs saved / wk
8 hrs
Value / person
$22K
Total value
$352K
Workflows
2