View a markdown version of this page

Scenario A: 45-minute screening time - AWS Prescriptive Guidance

Scenario A: 45-minute screening time

Scenario A represents recruitment operations where human recruiters spend 45 minutes screening each resume. This scenario models a mid-level recruiter with an annual fully-loaded cost of $112,250. This recruiter processes applications during standard business hours with typical human performance characteristics. In contrast, the agentic AI system requires an initial investment of $23,000 for development, customization, and ATS integration, and it has a minimal monthly operating costs of $500 for the cloud infrastructure. The agent processes applications in just 5 minutes with 24/7 availability, achieving a 2% error rate and monthly capacity exceeding 8,600 applications. This is a dramatic efficiency gap, where the agent operates 9 times faster per application and 39 times greater monthly capacity. This section examines cost structure analysis, operational metrics, volume-based comparisons, and cumulative ROI calculations over the first six months of operation.

Base cost structure

The following table shows initial setup costs for scenario A.

Component

Human operations

Agentic AI system

Agent development and customization

N/A

$15,000

Applicant tracking system (ATS) integration

N/A

$5,000

Training  and optimization

N/A

$3,000

Total initial setup cost

$0

$23,000

The following table shows annual fixed costs for scenario A.

Component

Human operations

Agentic AI system

Base salary

$65,000

N/A

Benefits (30%)

$19,500

N/A

Workspace and equipment

$12,000

N/A

Management oversight (15%)

$9,750

N/A

Training and development

$6,000

N/A

Total annual fixed cost

$112,250

N/A

The following table shows monthly operating costs for scenario A.

Component

Human operations

Agentic AI system

Cloud computing

N/A

$200

Storage

N/A

$100

Database operations

N/A

$100

Monitoring

N/A

$100

Total monthly fixed cost

$9,354

$500

Operational metrics

The following table shows operational metrics for scenario A.

Metric

Human operations

Agentic AI system

Processing time per application

45 minutes

5 minutes

Hourly capacity

1.33 applications

12 applications

Daily capacity (24 hours)

10-11 applications

288 applications

Monthly capacity

220 applications

8,640 applications

Cost per application

$45

$2.50

Cost per successful hire

$2,200

$125

Error rate

5%

2%

Error correction cost

$90 per error

$45 per escalation

Volume-based cost analysis

The following table shows a volume-based cost analysis for scenario A. 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

$4,500

$750

$3,750

500 applications

$22,500

$2,667

$19,833

1,000 applications

$45,000

$4,917

$40,083

ROI analysis

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

Metric

Value

Monthly human cost

$22,500

Monthly agent cost

$2,667

Monthly savings

$19,833

Annual savings

$237,996

Break-even period

1.16 months

Cumulative cost comparison

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

Month

Human cost

Agentic AI system cost

Cumulative savings

1

$22,500

$25,667

-$3,167

2

$45,000

$28,334

$16,666

3

$67,500

$31,001

$36,499

4

$90,000

$33,668

$56,332

5

$112,500

$36,335

$76,165

6

$135,000

$39,002

$95,998

Additional benefits of the agentic AI system

The following are additional benefits provided by the agentic AI system in Scenario A:

  • Scalability – Can handle volume spikes without additional cost

  • Availability – 24/7 operation with immediate response

  • Consistency – Uniform screening criteria application

  • Time efficiency – Significantly reduced time-to-hire

  • User experience – Instant feedback to candidates