How do I move into an AI job with no tech background?

Roles that fit people outside tech

• AI agent ops specialist

  Hiring now · ready in about 1 to 3 months

  You read what the support AI agent said to customers and spot where it went wrong. Then you fix its guidance, workflows and handoffs, and check resolution rates and customer satisfaction scores (CSAT) to see if it helped.

  Fits people from: Translator or interpreter, Customer service representative, Insurance agent, Payroll specialist

• AI workflow builder

  Hiring now · ready in about 2 to 4 months

  You find the repetitive work in a team and rebuild it with agents and no-code tools like Zapier, Power Automate or Copilot Studio. You keep a library of prompts and how-to guides and track the time each change saves.

  Fits people from: Marketing coordinator, Graphic designer, Marketing manager, Sales development representative

• Legal AI implementation specialist

  Hiring now · ready in about 2 to 4 months

  You help legal teams start using AI tools for contract and review work. You build and test prompts for their workflows and train the people who use them.

  Fits people from: Paralegal, Contract administrator, Title examiner

• AI enablement and adoption lead

  Hiring now · ready in about 3 to 6 months

  You help teams learn AI tools and use them in their daily work. You run trainings, collect wins, and track how adoption is going.

  Fits people from: Marketing coordinator, Internal communications manager, Account manager, Customer success manager

• AI product manager

  Hiring now · ready in about 3 to 6 months

  You own an AI feature or a small set of agents. You turn how customers work into what the agent should do, then set the measures and tests that show it works.

  Fits people from: Market research analyst, Technical writer, Product and UX designer, Design and UX manager

• AI deployment strategist

  Hiring now · ready in about 3 to 6 months

  You run a customer's AI rollout from first discovery call to launch. You map their workflows to agents, build the return-on-investment (ROI) case, prototype, train users and bring field feedback back to product.

  Fits people from: Sales development representative, Account manager, Customer success manager, Account executive

• AI evaluation specialist

  Hiring now · ready in about 3 to 6 months for someone with 2 to 4 years in product, QA or analysis who publishes 2 or 3 eval write-ups

  You write test cases and grading rubrics that show whether an AI system is ready to launch. You run the tests, flag what got worse, and turn expert judgment into scoring others can repeat.

  Fits people from: Market research analyst, Technical writer, Graphic designer, Product and UX designer

• LLM evaluation data scientist

  Hiring now · ready in about 3 to 6 months for a data scientist with 2 to 4 years who publishes one eval write-up with a judge-agreement number and a caught regression

  You measure whether an AI feature is good enough to ship and whether a change made it better or worse. You build test sets that look like real traffic, define quality metrics, check that an AI grader agrees with people, and run the experiments that decide releases.

  Fits people from: Data science and statistics student, Data science master's student, CS and AI PhD student, Physical sciences PhD student

• Warehouse robotics and maintenance technician

  Hiring now · ready in about 3 to 9 months to apply for an operator or apprentice seat from the floor; the apprenticeship itself takes longer before the technician title

  You keep the robots, conveyors and sorters in a warehouse running. You do preventive maintenance, clear faults, replace sensors and motors, and work with engineers when a robot cell keeps failing.

  Fits people from: Supply chain coordinator, Warehouse associate, Electrician, Mechanical engineering student

• GTM engineer (AI sales systems)

  Hiring now · ready in about 3 to 6 months for someone who already runs a sales team or its CRM, longer if SQL is new

  You build the data and AI workflows that find buyers, research them and reach them. You wire together enrichment tools that fill in company and contact data, research agents, email sequencers and the CRM, set the rules for what an agent may send, and measure whether the pipeline it makes is real.

  Fits people from: Sales manager

• Conversation designer

  Hiring now · ready in about 4 to 8 months

  You write how an AI agent talks across chat, voice, SMS and email. You design what it says when it is unsure, when it hands off to a person, and you tune it from analytics.

  Fits people from: Social media manager, Product and UX designer, Content writer, Design and UX manager

• Context engineer and knowledge curator

  Hiring now · ready in about 4 to 6 months

  You own the help content, structure and instructions that people and AI agents pull answers from. You read failure logs to find gaps, fix them, and retire content that has gone stale.

  Fits people from: Technical writer, Content writer, Internal communications manager, Customer service representative

• AI governance analyst

  Hiring now · ready in about 4 to 8 months, including the AIGP

  You keep the list of every AI tool your company uses and how risky each one is. You review new AI vendors, match controls to the NIST AI Risk Management Framework (AI RMF) and new laws, and gather proof for audits and customer questions.

  Fits people from: Credit analyst, Claims adjuster, Finance manager or controller, Accounting manager

• AI customer experience strategist

  Hiring now · ready in about 6 to 12 months

  You decide which contact reasons go to AI agents and which go to people. You design the handoffs and tune the split using resolution, customer satisfaction (CSAT) and escalation data.

  Fits people from: Account manager, Customer success manager, Contact center manager, Bank branch manager

• Legal operations analyst

  Hiring now · ready in about 6 to 12 months

  You run the legal team's contract system and AI tools. You keep templates and clause libraries current, run pilots, build dashboards and train the team.

  Fits people from: Paralegal, Contract administrator

• AI delivery lead

  Hiring now · ready in about 6 to 12 months

  You run the delivery of AI projects and AI tool rollouts. You keep dates, dependencies and risks on track and make sure each launch is tested and ready.

  Fits people from: Project coordinator

How your plan gets you there

Weeks 1 to 4 of the plan B sessions build the AI basics. Weeks 5 to 13 aim at the role you pick. Most of the courses are free.