Occupation · 2026 assessment

AI Operations Manager

Emerging role

An emerging specialist who combines domain expertise with technology in AI deployment and operations. The role focuses on framing tasks, validating outputs, managing risk and taking responsibility for deployment in the real world.

Why this role is emerging: An emerging role at the intersection of AI deployment and operations. It is developing as organizations deploy AI, autonomous systems and robotics; the scope will evolve with practice and regulation.
Very low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

20%2026
26%2028
33%2030
43%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Collecting metrics and preparing management reports40%
Resource planning and scenario modelling34%
People, conflict and accountability decisions3%
Generating routine code and configuration45%
Preparing tests and technical documentation41%
Classifying errors and analyzing logs35%
Data migrations and routine integrations35%
Architecture and technical trade-offs14%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Collecting metrics and preparing management reportsAI 40% · human 86%
  2. 2Resource planning and scenario modellingAI 34% · human 79%
  3. 3People, conflict and accountability decisionsAI 3% · human 93%
  4. 4Generating routine code and configurationAI 45% · human 75%
  5. 5Preparing tests and technical documentationAI 41% · human 85%
  6. 6Classifying errors and analyzing logsAI 35% · human 76%
  7. 7Data migrations and routine integrationsAI 35% · human 77%
  8. 8Architecture and technical trade-offsAI 14% · human 81%

Why technology can change this work

  • tools automate data preparation, experiments and parts of modelling
  • AI prepares reports, plans, minutes and management options
  • code, configuration and documentation are already digital
  • routine code, tests and technical text can be generated automatically
  • many outputs can be checked with tests and static analysis

What protects the occupation

  • choosing the right objective, data and model-quality criteria
  • accountability for people, priorities and conflicting interests
  • a large share of value comes from human judgement, trust or personal accountability
  • architecture decisions and production accountability
  • understanding business constraints and legacy systems
  • security and complex system integration

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$11 900per month
2035$18 500scenario estimate
2026: $11 90020262027: $12 50020272028: $13 10020282029: $13 80020292030: $14 50020302031: $15 20020312032: $15 95020322033: $16 75020332034: $17 60020342035: $18 5002035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Skills you already have

  • data work
  • hypothesis testing
  • model-quality evaluation
  • goal setting
  • people management
  • resource allocation

Skills to build

  • AI-system evaluation
  • model-behavior monitoring
  • AI governance
  • AI-enabled team management
  • auditing AI management recommendations
  • AI-agent-assisted development
CurrentAI Operations Manager · 20%
→
Keepdata work · hypothesis testing · model-quality evaluation
→
AddAI-system evaluation · model-behavior monitoring · AI governance

Sources and update

Updated: 2026-09-25 · Assessment confidence: Low

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.