Occupation · 2026 assessment

AI Workflow Designer

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.
Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

31%2026
37%2028
43%2030
52%2035

Which tasks are exposed

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

TaskRisk
Generating initial concept variants58%
Adapting an approved solution to formats54%
Selecting visual language and defending the concept23%
Generating routine code and configuration56%
Preparing tests and technical documentation52%
Classifying errors and analyzing logs46%
Data migrations and routine integrations46%
Architecture and technical trade-offs25%

Task map

AI replaces ↔ AI augments

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

  1. 1Generating initial concept variantsAI 58% · human 67%
  2. 2Adapting an approved solution to formatsAI 54% · human 60%
  3. 3Selecting visual language and defending the conceptAI 23% · human 81%
  4. 4Generating routine code and configurationAI 56% · human 64%
  5. 5Preparing tests and technical documentationAI 52% · human 74%
  6. 6Classifying errors and analyzing logsAI 46% · human 65%
  7. 7Data migrations and routine integrationsAI 46% · human 66%
  8. 8Architecture and technical trade-offsAI 25% · human 70%

Why technology can change this work

  • tools automate data preparation, experiments and parts of modelling
  • 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
  • architecture decisions and production accountability
  • a large share of value comes from human judgement, trust or personal 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$13 550per month
2035$21 050scenario estimate
2026: $13 55020262027: $14 25020272028: $14 95020282029: $15 70020292030: $16 50020302031: $17 30020312032: $18 20020322033: $19 10020332034: $20 05020342035: $21 0502035
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
  • systems thinking
  • software-system understanding
  • debugging

Skills to build

  • AI-system evaluation
  • model-behavior monitoring
  • AI governance
  • AI-agent-assisted development
  • architecture and system design
  • AI-generated code security
CurrentAI Workflow Designer · 31%
→
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.