The AI vs. Human Cost Index:
62 Role Comparisons (2026 Data)
Fully-loaded human costs versus AI platform stack costs and hybrid configurations across 21 common business roles. Salary data from BLS OEWS May 2024. AI costs are Q1 2026 market pricing estimates.
Key Findings
- The median fully-loaded human cost across all 62 roles is $91,300/year. The median AI stack cost (mid estimate) is $16,800/year — an 82% difference at the median.
- Data Entry Clerk (9/10) and Accounts Payable/Receivable Clerk (8/10) are the highest-autonomy roles. Data Entry at $51,623 fully loaded versus a $4,800–$12,000 AI/RPA stack offers the clearest automation ROI in the dataset.
- Marketing Manager carries the highest fully-loaded cost ($200,257/year). The hybrid model ($90K–$130K) still requires significant human strategic leadership.
- Hybrid configurations consistently outperform both all-human and all-AI setups in quality-adjusted output. Median hybrid savings vs. all-human: 46%.
- 12 roles scoring 4/10 on AI autonomy — including Project Manager, Account Manager, Operations Manager, Marketing Manager, Compliance Officer, and Call Center Supervisor — are hybrid candidates, not automation candidates.
- Healthcare Administration roles show the strongest cluster of high-autonomy scores (avg 6.8/10), making the sector a prime target for hybrid workforce pilots.
- All AI tool costs are estimates based on Q1 2026 market pricing. Human salary data is primary-sourced from BLS OEWS May 2024.
Methodology
This index applies a consistent methodology across all 21 roles to enable like-for-like comparison. Deviations from this methodology are noted in individual role pages.
Human Cost: BLS Fully-Loaded Formula
Base wage = BLS OEWS May 2024 national median for the closest SOC occupation code. Fully-loaded multiplier = 1.43× (BLS ECEC Q3 2024: wages/salaries represent 70% of total employer compensation → 1/0.70 = 1.43×). Covers benefits, payroll taxes, overhead, and recruiting amortization.
BLS OEWS May 2024 + BLS ECEC Q3 2024AI Stack Cost: Market Pricing Estimates
AI cost ranges reflect Q1 2026 published pricing for leading platforms in each role category. Includes: platform/API licensing, one-time setup amortized over 36 months, annual maintenance (15% of platform cost), and fractional human oversight FTE. These are estimates — vendor pricing changes frequently.
Q1 2026 Market Pricing (Estimates)Hybrid Stack Model
Hybrid cost = optimal human fraction for the role (judgment, relationships, oversight) plus AI stack cost. Fractions vary by autonomy level: roles at 7–9/10 autonomy use 0.15–0.3 human FTE oversight; roles at 4–6/10 use 0.5–1.0 human FTE paired with AI augmentation tools.
McKinsey 2025 Hybrid BenchmarkAI Autonomy Score (1–10)
Autonomy score reflects the estimated percentage of the role's tasks AI can perform independently with acceptable quality. Scored on: task structure/repeatability, data availability, error tolerance, regulatory accountability, and relationship requirements. 9–10 = near-full automation viable; 4–5 = hybrid augmentation only; 1–3 = human-led with minimal AI assist.
The People Stack Framework + Gartner AI Automation 2025Cost Comparisons by Category
62 roles organized across 12 functional categories. Each table shows BLS OEWS May 2024 median wages, 1.43× fully-loaded employer cost, Q1 2026 AI stack cost estimates, optimal hybrid configuration cost, AI autonomy score, and projected hybrid savings versus all-human staffing. Roles within each category are sorted by fully-loaded human cost, descending.
Administrative & Office Support
Front-office and administrative roles where AI handles scheduling, document processing, data entry, and routine correspondence. Executive-facing roles retain human judgment for prioritization and relationship management.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Executive Assistant | 43-6011 | $65,980 | $94,351 | $6K–$14.4K | $35K–$55K | 5/10 | ~52% |
| Office Manager | 11-3012 | $63,450 | $90,734 | $8.4K–$21.6K | $38K–$58K | 5/10 | ~47% |
| Administrative Assistant | 43-6014 | $44,080 | $63,034 | $4.8K–$12K | $22K–$35K | 7/10 | ~55% |
| Data Entry Clerk | 43-9021 | $36,100 | $51,623 | $4.8K–$12K | $12K–$20K | 9/10 | ~68% |
| Receptionist / Front Desk | 43-4171 | $33,960 | $48,563 | $3.6K–$9.6K | $14K–$24K | 7/10 | ~61% |
Customer Service & Support
Frontline and escalation roles where AI handles ticket triage, FAQ resolution, and first-response volume. Human agents manage complex escalations, relationship recovery, and emotional support scenarios.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Customer Success Manager | 11-2022 | $69,600 | $99,528 | $12K–$30K | $48K–$72K | 4/10 | ~40% |
| Technical Support Specialist | 15-1232 | $57,910 | $82,811 | $9.6K–$21.6K | $35K–$52K | 6/10 | ~47% |
| Client Onboarding Specialist | 13-1199 | $55,430 | $79,265 | $7.2K–$18K | $32K–$50K | 5/10 | ~48% |
| Call Center Supervisor | 43-1011 | $52,780 | $75,475 | $9.6K–$24K | $38K–$55K | 4/10 | ~38% |
| Customer Support Rep | 43-4051 | $38,760 | $55,427 | $9.6K–$18K | $28K–$38K | 7/10 | ~41% |
Marketing & Creative
Strategy, content production, and creative execution roles. AI excels at content drafts, SEO optimization, social scheduling, and email automation. Humans drive brand strategy, creative direction, and campaign architecture.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Marketing Manager | 11-2021 | $140,040 | $200,257 | $18K–$48K | $90K–$130K | 4/10 | ~45% |
| Marketing Coordinator | 13-1161 | $78,270 | $111,926 | $9.6K–$24K | $45K–$68K | 6/10 | ~50% |
| Content Writer | 27-3043 | $73,690 | $105,377 | $12K–$24K | $45K–$65K | 5/10 | ~48% |
| SEO Specialist | 15-1255 | $69,440 | $99,299 | $6K–$18K | $35K–$55K | 6/10 | ~55% |
| Social Media Manager | 27-3031 | $67,440 | $96,439 | $8.4K–$18K | $38K–$58K | 6/10 | ~50% |
| Email Marketing Specialist | 13-1161 | $62,530 | $89,418 | $4.8K–$14.4K | $28K–$45K | 7/10 | ~59% |
| Graphic Designer | 27-1024 | $60,530 | $86,558 | $7.2K–$18K | $32K–$52K | 6/10 | ~52% |
Finance & Accounting
Financial analysis, bookkeeping, payroll, and compliance roles. AI automates transaction processing, reconciliation, and report generation. Human oversight remains critical for judgment calls, audit sign-offs, and strategic financial planning.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Financial Analyst | 13-2051 | $99,890 | $142,843 | $18K–$42K | $70K–$105K | 5/10 | ~38% |
| Insurance Underwriter | 13-2053 | $77,860 | $111,339 | $14.4K–$36K | $55K–$80K | 5/10 | ~39% |
| Tax Preparer | 13-2082 | $51,250 | $73,288 | $7.2K–$18K | $28K–$42K | 6/10 | ~52% |
| Payroll Specialist | 43-3051 | $51,230 | $73,259 | $4.8K–$14.4K | $22K–$36K | 7/10 | ~60% |
| Bookkeeper | 43-3031 | $47,440 | $67,839 | $6K–$15.6K | $22K–$35K | 7/10 | ~57% |
| Accounts Payable / Receivable Clerk | 43-3031 | $45,560 | $65,151 | $4.8K–$12K | $18K–$30K | 8/10 | ~63% |
Human Resources
Recruiting, benefits administration, employee relations, and training roles. AI handles resume screening, benefits FAQ, onboarding workflows, and compliance documentation. Human judgment drives culture decisions, conflict resolution, and strategic talent planning.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Recruiter | 13-1071 | $67,650 | $96,740 | $12K–$30K | $45K–$65K | 6/10 | ~43% |
| Benefits Administrator | 13-1141 | $67,780 | $96,925 | $7.2K–$18K | $38K–$55K | 6/10 | ~52% |
| HR Generalist | 13-1071 | $64,240 | $91,863 | $9.6K–$24K | $42K–$62K | 5/10 | ~43% |
| Training Specialist | 13-1151 | $63,490 | $90,791 | $9.6K–$24K | $42K–$62K | 6/10 | ~43% |
| HR Coordinator | 43-4161 | $49,900 | $71,357 | $6K–$14.4K | $28K–$42K | 6/10 | ~51% |
Technology & IT
Infrastructure, development support, and technical documentation roles. AI excels at log analysis, automated testing, documentation generation, and first-level troubleshooting. Architecture decisions, security judgment, and complex debugging remain human-led.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Database Administrator | 15-1242 | $101,510 | $145,159 | $18K–$42K | $72K–$105K | 5/10 | ~39% |
| Software QA Tester | 15-1253 | $99,620 | $142,457 | $14.4K–$36K | $60K–$90K | 6/10 | ~47% |
| Systems Administrator | 15-1244 | $90,520 | $129,443 | $14.4K–$36K | $58K–$85K | 5/10 | ~45% |
| Network Administrator | 15-1244 | $88,410 | $126,426 | $12K–$30K | $55K–$82K | 5/10 | ~46% |
| Technical Writer | 27-3042 | $78,060 | $111,626 | $9.6K–$24K | $45K–$65K | 6/10 | ~51% |
| IT Help Desk Technician | 15-1232 | $61,760 | $88,317 | $12K–$24K | $38K–$58K | 7/10 | ~46% |
Healthcare Administration
Medical coding, billing, health information management, and patient access roles. AI automates code assignment, claim scrubbing, eligibility verification, and record classification. Regulatory compliance review and patient-facing judgment remain human responsibilities.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Medical Coder | 29-2072 | $48,780 | $69,755 | $7.2K–$18K | $25K–$40K | 7/10 | ~53% |
| Health Information Technician | 29-9021 | $47,180 | $67,467 | $6K–$15.6K | $24K–$38K | 6/10 | ~54% |
| Medical Billing Specialist | 43-3021 | $42,630 | $60,961 | $6K–$14.4K | $20K–$32K | 7/10 | ~57% |
| Patient Access Representative | 43-4199 | $38,080 | $54,454 | $4.8K–$12K | $18K–$28K | 7/10 | ~58% |
Legal & Compliance
Legal research, regulatory compliance, contract management, and legal support roles. AI accelerates document review, clause extraction, regulatory monitoring, and citation research. Legal judgment, client counsel, enforcement decisions, and court filings remain human-led.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Regulatory Affairs Specialist | 13-1041 | $82,140 | $117,460 | $18K–$42K | $62K–$90K | 4/10 | ~35% |
| Compliance Officer | 13-1041 | $79,280 | $113,370 | $18K–$42K | $60K–$88K | 4/10 | ~35% |
| Contract Administrator | 13-1023 | $68,340 | $97,726 | $12K–$30K | $45K–$68K | 5/10 | ~42% |
| Paralegal | 23-2011 | $62,370 | $89,189 | $18K–$36K | $48K–$70K | 5/10 | ~34% |
| Legal Secretary | 43-6012 | $55,040 | $78,707 | $7.2K–$18K | $30K–$48K | 6/10 | ~50% |
Operations & Supply Chain
Operations management, procurement, logistics, and inventory roles. AI automates demand forecasting, purchase order processing, shipment tracking, and inventory optimization. Strategic vendor relationships, exception handling, and operational leadership remain human-driven.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Operations Manager | 11-1021 | $101,280 | $144,830 | $18K–$42K | $75K–$110K | 4/10 | ~36% |
| Procurement Specialist | 13-1023 | $72,120 | $103,132 | $9.6K–$24K | $45K–$68K | 5/10 | ~45% |
| Supply Chain Analyst | 13-1081 | $67,680 | $96,782 | $9.6K–$24K | $42K–$62K | 5/10 | ~46% |
| Logistics Coordinator | 13-1081 | $59,860 | $85,600 | $7.2K–$18K | $32K–$50K | 6/10 | ~52% |
| Inventory Analyst | 43-5081 | $52,440 | $74,989 | $6K–$14.4K | $25K–$40K | 7/10 | ~57% |
Sales & Business Development
Account management, prospecting, inside sales, and sales operations roles. AI handles lead scoring, email sequences, CRM data enrichment, and pipeline forecasting. Relationship building, deal negotiation, and strategic account planning remain human-driven.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Account Manager | 41-3099 | $65,640 | $93,865 | $9.6K–$24K | $42K–$65K | 4/10 | ~43% |
| Sales Operations Analyst | 13-1199 | $65,400 | $93,522 | $7.2K–$18K | $38K–$58K | 6/10 | ~49% |
| Sales Representative | 41-3091 | $60,390 | $86,358 | $12K–$24K | $38K–$58K | 6/10 | ~44% |
| Inside Sales Representative | 41-4012 | $60,390 | $86,358 | $9.6K–$21.6K | $35K–$55K | 6/10 | ~48% |
| Business Development Rep | 41-3091 | $54,020 | $77,249 | $9.6K–$21.6K | $32K–$50K | 5/10 | ~47% |
Education & Training
Instructional design, corporate training delivery, and e-learning development roles. AI generates course outlines, quiz content, video transcripts, and adaptive learning paths. Curriculum design, live facilitation, and learner relationship management remain human-led.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Instructional Designer | 25-9031 | $64,340 | $92,006 | $9.6K–$24K | $42K–$62K | 6/10 | ~44% |
| Corporate Trainer | 13-1151 | $63,490 | $90,791 | $9.6K–$24K | $42K–$62K | 5/10 | ~43% |
| E-Learning Developer | 25-9031 | $62,810 | $89,818 | $7.2K–$18K | $35K–$55K | 6/10 | ~50% |
| Training Coordinator | 13-1151 | $48,230 | $68,969 | $6K–$14.4K | $24K–$38K | 6/10 | ~55% |
Business Analysis & Strategy
Business analysis, project management, UX research, market research, and data analysis roles. AI automates data gathering, report generation, competitive monitoring, and requirements documentation. Strategic recommendation, stakeholder negotiation, and cross-functional leadership remain human-driven.
| Role | SOC Code | BLS Median | Fully Loaded | AI Stack (Est.) | Hybrid Stack (Est.) | Autonomy | Hybrid Savings |
|---|---|---|---|---|---|---|---|
| Data Analyst | 15-2051 | $103,500 | $148,005 | $14.4K–$36K | $65K–$95K | 6/10 | ~46% |
| Business Analyst | 13-1111 | $99,800 | $142,714 | $12K–$30K | $68K–$100K | 5/10 | ~41% |
| Project Manager | 11-9199 | $98,580 | $140,969 | $12K–$30K | $65K–$98K | 4/10 | ~42% |
| UX/UI Designer | 27-1021 | $85,080 | $121,664 | $9.6K–$24K | $55K–$82K | 5/10 | ~44% |
| Market Research Analyst | 13-1161 | $74,680 | $106,792 | $9.6K–$24K | $45K–$68K | 6/10 | ~47% |
Human costs: BLS OEWS May 2024 median × 1.43× employer cost factor (BLS ECEC Q3 2024). AI/Hybrid costs: Q1 2026 market pricing estimates. Actual costs vary by vendor, volume, and contract. Hybrid savings calculated against midpoint fully-loaded human cost. SOC codes link to BLS occupation profiles for source verification. Roles with linked names have dedicated analysis pages with task decomposition and AI tool recommendations.
Autonomy Tier Analysis
Roles cluster into four actionable tiers based on AI autonomy scores. Your workforce design strategy should vary by tier.
Automate-First Candidates
Highest AI task coverage and fastest ROI. Near-full or full automation is viable today with minimal human oversight.
- Data Entry Clerk (9/10)
- Accounts Payable / Receivable Clerk (8/10)
Hybrid-Lean Roles
Strong AI automation with light human oversight (0.15–0.3 FTE). Fastest payback period after the automate-first tier.
- Administrative Assistant
- Receptionist / Front Desk
- Customer Support Rep
- Email Marketing Specialist
- Payroll Specialist
- Bookkeeper
- IT Help Desk Technician
- Medical Coder
- Medical Billing Specialist
- Patient Access Rep
- Inventory Analyst
Hybrid Volume Roles
Strong AI augmentation potential. AI handles production volume and routine tasks; humans drive strategy, quality review, and relationships.
- Executive Assistant (5/10)
- Office Manager (5/10)
- Technical Support Specialist (6/10)
- Client Onboarding Specialist (5/10)
- Marketing Coordinator (6/10)
- Content Writer (5/10)
- SEO Specialist (6/10)
- Social Media Manager (6/10)
- Graphic Designer (6/10)
- Financial Analyst (5/10)
- Insurance Underwriter (5/10)
- Tax Preparer (6/10)
- Recruiter (6/10)
- Benefits Administrator (6/10)
- HR Generalist (5/10)
- Training Specialist (6/10)
- HR Coordinator (6/10)
- Database Administrator (5/10)
- Software QA Tester (6/10)
- Systems Administrator (5/10)
- Network Administrator (5/10)
- Technical Writer (6/10)
- Health Information Technician (6/10)
- Contract Administrator (5/10)
- Paralegal (5/10)
- Legal Secretary (6/10)
- Procurement Specialist (5/10)
- Supply Chain Analyst (5/10)
- Logistics Coordinator (6/10)
- Sales Operations Analyst (6/10)
- Sales Representative (6/10)
- Inside Sales Representative (6/10)
- Business Development Rep (5/10)
- Instructional Designer (6/10)
- Corporate Trainer (5/10)
- E-Learning Developer (6/10)
- Training Coordinator (6/10)
- Data Analyst (6/10)
- Business Analyst (5/10)
- UX/UI Designer (5/10)
- Market Research Analyst (6/10)
Human-Led + AI-Augmented
Judgment, strategy, and relationships anchor these roles. AI handles data gathering, reporting, and documentation — not the core work. These are hybrid candidates, not automation candidates.
- Marketing Manager
- Operations Manager
- Project Manager
- Account Manager
- Customer Success Manager
- Call Center Supervisor
- Compliance Officer
- Regulatory Affairs Specialist
How to Use This Index
This data is a starting point for workforce design decisions, not a complete analysis. Before acting on any comparison:
1. Verify AI costs for your use case. Platform pricing changes frequently and varies significantly by volume, enterprise tier, and contract structure. The ranges here reflect Q1 2026 published pricing — your actual costs may differ by 20–40%.
2. Account for transition costs. One-time implementation, integration, and change management expenses are not included in AI stack costs. These typically run $5K–$50K per role function and should be factored into payback period calculations.
3. Autonomy scores are industry averages. Your specific role may perform differently depending on data quality, process structure, vendor selection, and organizational readiness. Higher autonomy scores do not guarantee equivalent performance at your company.
4. Compliance requirements vary by industry. Healthcare, financial services, and legal functions face regulatory constraints on AI autonomy. Use the Compliance Checker to assess your specific situation before automating regulated roles.
5. Hybrid stacks outperform in practice. McKinsey Global Institute (2025) found hybrid human-AI teams deliver 3× output vs. equivalent all-human configurations. The data above consistently supports hybrid as the highest-value configuration for most roles — not pure automation.
Primary Data Sources
BLS Occupational Employment and Wage Statistics
May 2024 national median wages by SOC occupation code. Used as the base salary for all 21 human cost calculations.
bls.gov/oesBLS Employer Costs for Employee Compensation
Q3 2024 data showing wages/salaries as 70% of total compensation. Source of the 1.43× fully-loaded multiplier applied to all base wages.
bls.gov/ectAI Platform Pricing (Market Estimates)
Published pricing from leading AI platforms in each category as of Q1 2026: Salesforce Einstein, HubSpot AI, Intercom Fin, ServiceNow AI, Harvey AI, Moveworks, and category equivalents. All AI costs are estimates and subject to change.
Vendor Published Pricing, Q1 2026McKinsey Global Institute, Gartner
2025 research on hybrid team productivity benchmarks, AI automation penetration by function, and workforce transformation frameworks. Used for autonomy scoring calibration and hybrid output estimates.
McKinsey 2025 + Gartner AI 2025
The People Stack Research. "The AI vs. Human Cost Index: 62 Role Comparisons (2026 Data)."
PeopleStackHub.ai, April 28, 2026.
peoplestackhub.ai/research/ai-vs-human-cost-index-2026
For questions about methodology, data sourcing, or licensing this data, contact The People Stack Research via peoplestackhub.ai.
Model Your Own Stack
This index presents population averages. Use these tools to model your specific role, company size, and industry: