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List · Agentic AI · 10 min

50 practical jobs for an AI agent

Ideas for work, everyday life, and learning—with a clear output to review. Choose one small job and make it useful.

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Paulo Cauhi ·

Choose a recurring job with a clear input and an output you can check. These are ideas to adapt, not fifty integrations already built or tested. Some can begin as a prompt or a fixed automation; an agent is useful when it needs to choose its next step using tools and results.

For your first version, produce a draft, a shortlist, or a review queue. Decide separately who can send, spend, publish, or change records.

01Work Inbox, customers, operations, and content.02Everyday life Planning, household tasks, and personal admin.03Learning & building Study, research, documents, and software.

Work: start with a useful draft

  1. Inbox triage: turn selected emails into an urgency list with reasons and source links.
  2. Reply drafting: prepare answers from an approved policy; queue uncertain cases for review.
  3. Meeting preparation: assemble a brief from the agenda and documents you provide.
  4. Follow-up queue: identify unanswered conversations and draft the next message.
  5. Newsletter digest: summarise subscribed updates, linking each point to its source.
  6. Translation review: translate a draft and flag terms whose meaning needs checking.
  7. Delivery questions: look up an authorised order and prepare a status reply.
  8. Support routing: suggest the right team for a ticket and explain the choice.
  9. Weekly reporting: turn an approved dataset into a report with reconciled totals.
  10. Invoice follow-up: list overdue invoices and prepare reminders for review.
  11. CRM cleanup: propose duplicate records and field corrections before applying them.
  12. Proposal drafting: turn discovery notes into scope, assumptions, and open questions.
  13. Meeting actions: extract owners and deadlines from a consented transcript.
  14. Document comparison: identify changed clauses and questions for a qualified reviewer.
  15. Public competitor updates: compare dated public pages and report meaningful changes.
  16. Content repurposing: adapt your own article into draft posts for several formats.
  17. Caption drafting: write options from a video transcript without adding unsupported claims.
  18. Website copy review: flag unclear headings, missing descriptions, and broken internal links.
  19. Comment queue: draft answers to common comments; send sensitive ones to the owner.
  20. Campaign briefing: turn approved product facts into creative directions for review.

A good first pick: delivery replies. The worker design exercise includes a brief and three fictional test cases.

Everyday life: organise before you automate

  1. Daily briefing: combine your chosen calendar and task sources into a morning checklist.
  2. Calendar planning: suggest meeting slots; let you approve the invitations.
  3. Focus planning: propose blocks of uninterrupted time without silently declining meetings.
  4. Travel shortlist: compare options against dates and budget, with current source links.
  5. Packing list: prepare a checklist from the trip length, activities, and forecast.
  6. Appointment preparation: collect questions and documents for your next appointment.
  7. Subscription review: find recurring charges in an export and flag ones to investigate.
  8. Expense sorting: suggest categories for receipts and send ambiguous entries to review.
  9. Document collection: compare your accountant’s checklist with files you have provided.
  10. Shopping comparison: compare specifications, delivery costs, and dated prices.
  11. Meal planning: organise meals around stated preferences and a checked shopping list.
  12. Pantry inventory: turn a list of ingredients into meal ideas, flagging uncertain quantities.
  13. Gift planning: maintain a private reminder list and a budget-based shortlist.
  14. Home maintenance: create reminders from the schedules in your appliance manuals.
  15. Family event review: extract dates from school notices into a calendar proposal.

Keep the decision visible: a travel shortlist should show when prices were checked. A proposed event should show its source notice. A draft is easier to trust when you can inspect what produced it.

Learning & building: make evidence part of the output

  1. Flashcard creation: generate questions from your notes with references to the source section.
  2. Practice quizzes: test one topic and explain wrong answers using the supplied material.
  3. Language practice: run a short conversation and collect a few specific corrections.
  4. Study planning: turn a goal and available hours into a realistic weekly plan.
  5. Reading notes: extract arguments and questions from material you supply.
  6. Research comparison: build a table of claims, sources, dates, and disagreements.
  7. News briefing: gather recent primary-source updates with publication dates.
  8. Glossary building: define unfamiliar terms using the document’s own context.
  9. Interview practice: ask role-relevant questions and give feedback on your answers.
  10. Résumé tailoring: propose changes grounded in your actual experience.
  11. Repository orientation: map entry points and dependencies with file references.
  12. Bug reproduction: draft reproducible steps from an error report and observed behavior.
  13. Test planning: identify likely failure cases before implementing a feature.
  14. Documentation maintenance: compare code changes with existing docs and propose updates.
  15. Release notes: turn reviewed changes into a readable draft with links to the work.

Make it measurable: pick one example input, define the expected output, and include a case where the agent should ask for help. Connect tools only after you understand those boundaries.

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