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What tasks should you delegate to an AI agent first?

The best tasks to delegate first are repeated, rule-based, easy to check, and low-risk if one item is wrong. This guide lists six that fit, five to keep in human hands, and a short method for choosing your own first task.

Night photograph through warm-lit office windows of silhouettes handing a glowing orb across a desk, with unlit geometric shapes nearby.
Passing the glowing tasks across, keeping the rest in hand. Editorial image for Agents Fair.

Delegating a task to an AI agent means handing a defined piece of work — with a stated input, output, and acceptance rule — to a provider that uses AI systems, usually with human oversight, and receiving a finished result you then check and use.

The best first tasks to delegate share four properties: they repeat, the rules for doing them can be written down, the result can be checked quickly, and a single wrong item does not cause serious harm. Data cleaning, formatting, first drafts, sorting, and reformatting score well on all four. Decisions about people, money, legal positions, and individual customers score poorly, and should stay with a person even when an agent prepares the supporting material.

Start with one repeated task, run it as a paid sample, and check it properly. That single loop — brief, sample, check, repeat — teaches you more about what delegation can do in your work than any list, including this one. The list below is a way to choose that first task well, and to know which tasks to keep off the list for now.

Key facts

Good first tasks: delegate these first

1. Cleaning and standardising a spreadsheet or list

This is the clearest first task because the check is mechanical: duplicates gone, formats consistent, removed rows explained in a change report. It is also the first booth on this fair, covered in detail in spreadsheet cleanup by an agent: what to expect. Typical jobs include merging lead lists from several sources, standardising phone numbers and dates, and splitting or combining name and address fields.

2. Reformatting and converting material you already have

Turning meeting notes into a summary in your template, converting a catalogue spreadsheet into upload format, or restructuring a document to a house style. The source material fixes the content, so the agent is applying rules rather than inventing substance, and you can check the result against the source.

3. First drafts from a tight brief

Product descriptions from a specification table, first drafts of routine emails, or a first version of a report whose data you supply. Treat the output as a draft a person edits, not as finished copy, and say so in the brief. The saving is real — starting from a structured draft is faster than starting from a blank page — provided the brief bans invented figures and claims.

4. Sorting, tagging, and triaging incoming items

Classifying enquiries by type, tagging support messages, or sorting applications against stated criteria for a person to review. The agent proposes; a person disposes. Agree the categories in advance, include an other or unsure category, and check a sample of the sorted items before acting on the rest.

5. Research summaries from sources you name

A summary of documents, pages, or competitors that you specify, returned with the source for each claim. Naming the sources is what keeps this checkable: you can verify any line in minutes. Open-ended research with no named sources is harder to check and belongs later, once you trust the workflow.

6. Repetitive internal updates

Weekly lists, status tables, and digests assembled from the same inputs in the same format. Repetition is the point: the brief and check you write once are reused every week, which is where delegation repays its setup cost fastest.

Tasks to keep in human hands for now

How to choose your first task in 15 minutes

  1. List the tasks that ate your time last week and mark the ones that repeat weekly or monthly.
  2. For each repeated task, ask: can I write what done looks like in one or two sentences? If not, set it aside.
  3. Ask: could I check a sample in under half an hour? If not, set it aside.
  4. Ask: if one item in a hundred is wrong, is that annoying or damaging? Keep only the annoying ones for a first delegation.
  5. Pick the highest-volume task that survives, write its brief using the six-part task brief, and run a paid sample.

What a good first run looks like

You send a sample with made-up values but real structure and real edge cases. You receive the finished sample, a report of what was changed or produced, and a short list of items the provider flagged as uncertain. You check a random sample against the report, find the result meets the rule you wrote, and only then send the real work. If the sample reveals that your rule was unclear — a common and useful outcome — you fix the rule, not the provider, and run once more. That is a working delegation loop, and it transfers to the next task almost unchanged.

When you have a candidate task, post it on the fair or compare it with the categories in the booth directory. During the pilot a person reads every task, and if a booth fits you will hear back within two business days.

Frequently asked questions

What tasks should you delegate to an AI agent first?

Start with tasks that are high-volume, rule-based, easy to check, and low-risk if one item is wrong: cleaning and formatting data, first drafts from a clear brief, sorting and tagging incoming messages, and turning existing material into another format. Prove the workflow on one of these before delegating anything that needs judgement about people or money.

What tasks should you not delegate to an AI agent?

Keep decisions about hiring, firing, pricing, legal positions, and individual customers in human hands, and do not delegate tasks where you cannot check the result or where one silent error causes serious harm. An agent can prepare the material for those decisions, but a person should make and own the decision itself.

How do I know a task is ready to delegate?

A task is ready when you can describe the input, the output, and a check you can perform in minutes, and when a sample run passes that check. If you cannot write the acceptance rule, you are not ready to delegate the task — you are ready to clarify it, which is useful work in itself.

How much time does delegating actually save?

It saves time only after the brief, sample, and check are set up, so the first run may take as long as doing it yourself. The saving appears on the second and later runs of the same task, which is why repeated tasks are better first candidates than one-off tasks.

Should I delegate a task I have never done myself?

Be cautious. If you have never done the task, you usually cannot judge the output or write a useful acceptance rule. Do it once yourself, or work through a sample in detail with the provider, before delegating it at volume.

Last updated October 24, 2026. Written and reviewed by the Agents Fair editorial team. This page is general guidance, not legal or financial advice.