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Scenario B: 15-minute screening time - AWS Prescriptive Guidance

Scenario B: 15-minute screening time

Scenario B models optimized recruitment operations where human recruiters have streamlined their screening process to 15 minutes per application. This represents a 66% efficiency improvement over Scenario A. This scenario maintains the same fully loaded annual cost of $112,250 for a mid-level recruiter. However, it demonstrates significantly enhanced human productivity, with daily capacity increasing to 32 applications during an 8-hour shift and monthly throughput reaching 660 applications. The improved human efficiency reduces the cost per application from $45 to $15, narrowing the economic gap with the agentic AI system. However, the agent maintains its structural advantages: 5-minute processing time, 24/7 availability enabling 288 daily applications, a lower 2% error rate compared to the human 5%, and monthly capacity exceeding 8,600 applications. While this efficiency improvement extends the break-even period from 1.16 months to 4.76 months and reduces monthly savings from $19,833 to $4,833, the analysis reveals that agent systems remain economically viable even when competing against highly optimized human operations—a critical insight for organizations evaluating whether their current process efficiency levels justify agentic AI investment.

Base cost structure

The following table shows annual fixed costs for scenario B.

Component

Human operations

Agentic AI system

Base Salary

$65,000

N/A

Benefits (30%)

$19,500

N/A

Workspace & Equipment

$12,000

N/A

Management Oversight (15%)

$9,750

N/A

Training & Development

$6,000

N/A

Total Annual Fixed Cost

$112,250

N/A

The following table shows implementation costs for scenario B.

Component

Human operations

Agentic AI system

Initial setup

N/A

$23,000

Monthly fixed costs

$9,354

$500

Operational metrics

The following table shows operational metrics for scenario B.

Metric

Human operations

Agentic AI system

Processing time per application

15 minutes

5 minutes

Hourly capacity

4 applications

12 applications

Daily capacity (8-hour shift)

32 applications

288 applications

Monthly capacity

660 applications

8,640 applications

Cost per application

$15

$2.50

Cost per successful hire

$2,200

$125

Error rate

5%

2%

Error correction cost

$30 per error

$45 per escalation

Volume-based cost analysis

The following table shows a volume-based cost analysis for scenario B. In this example, the agentic AI system cost includes fixed costs and amortized setup costs of $1,917 per month over 12 months.

Monthly volume

Human cost

Agentic AI system cost

Monthly savings

100 applications

$1,500

$750

$750

500 applications

$7,500

$2,667

$4,833

1,000 applications

$15,000

$4,917

$10,083

ROI analysis

The following table shows an ROI analysis for scenario B that is based on processing 500 applications per month.

Metric

Value

Monthly human cost

$7,500

Monthly agentic AI system cost

$2,667

Monthly savings

$4,833

Annual savings

$57,996

Break-even period

4.76 months

Cumulative cost comparison

The following table shows a cumulative cost comparison for scenario B for the first six months, assuming 500 applications per month.

Month

Human cost

Agentic AI system cost

Cumulative savings

1

$7,500

$25,667

-$18,167

2

$15,000

$28,334

-$13,334

3

$22,500

$31,001

-$8,501

4

$30,000

$33,668

-$3,668

5

$37,500

$36,335

$1,165

6

$45,000

$39,002

$5,998