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How to delegate everyday tasks to an AI personal assistant
To delegate an everyday task to an AI assistant, state the outcome, constraints, accounts it may use and where it should stop for approval. Ask for the result and anything left unresolved. Start with a small task you can verify, such as checking restaurant availability or researching a return policy, before authorizing a purchase or cancellation.

The best first request is a task you have been putting off and can recognize as finished. “Help me organize my life” leaves too many decisions open. “Find out whether I can return this order before Friday” gives an assistant a question it can resolve.
We build Arlo, a personal AI assistant you can text. The examples below are sample requests, not customer transcripts or measured results. They work as a way to assess any assistant's usefulness, including ours.
Give it four things
| Part of the brief | What it answers |
|---|---|
| Outcome | What should be different when the task is done? |
| Constraints | Which dates, people, budget or requirements matter? |
| Access | Which account, website or conversation may it use? |
| Stopping point | What can it do now, and what must it ask you to approve? |
You can write all four in a short message. State real constraints, not an exhaustive checklist of preferences.
Example: make a call
“Call the repair shop and ask when my laptop will be ready. The job reference is in the email I forwarded. Ask whether pickup before Friday is possible. Don't approve any extra work or charges.”
Arlo makes outbound calls, navigates phone menus and waits on hold. A destination may be unavailable, a business may not answer, and the person answering may require you to verify your identity yourself. An attempted call does not prove the question was resolved. Ask how it went if the outcome is not already clear in your conversation.
For choosing between built-in phone features and delegating the conversation, see AI that waits on hold.
Example: arrange a table
“Find two places for four people on Friday after eight, near the station. One person is vegan. Keep food around £30 each. Check availability and let me choose before booking.”
Start with options, then approve the reservation you want. Confirm any deposit and cancellation terms separately. The restaurant booking guide explains what a useful completion looks like.
Example: check a return
“Use my connected store account to check whether order 123 can still be returned. Tell me the deadline, fee and steps. Don't cancel the order or submit the return yet.”
This separates finding the policy from changing an order. A website may need you to sign in again or complete verification. Connecting an account is access to the task, not permission for unrelated purchases or account changes.
Example: settle a group plan
“Ask this group whether Sunday lunch works. Follow up once with anyone who hasn't answered. Tell us which times work and who hasn't replied. Don't book anything.”
See group planning for handling missing replies and private context. A shared conversation does not make people's private user memories available to the group.
Check the consequence, not just the reply
Ask what happened, what did not happen and what is waiting on you. Useful outcomes are specific: an availability answer, a draft, a confirmed reservation or a clear blocker. “Working on it” is progress, not completion.
For consequential actions, look for the actual confirmation or changed record. If the assistant cannot confirm the result, keep the task open. Arlo's audit trail provides a record to review; an audit record does not itself guarantee that the intended outcome was achieved.
Start small and check the cost
You can begin with research without connecting every account. Grant the access the task requires, then expand only when the next task needs it. Check current pricing and any third-party charges; calls, hold time and research can all consume allowance.
The same brief works for professional tasks: a meeting reschedule or a supplier question. Personal assistance is the starting point, and work use cases remain available.
Frequently asked questions
What should I ask a personal AI assistant first? Choose a small task you can verify: check a return deadline, find two suitable restaurants or ask a business about availability. Give the constraints and say whether you want research or an action.
Do I need to approve every step? Your clear instruction can authorize the requested action. Arlo checks with you when the request is unclear, would spend money or cannot be undone. State your preferred stopping point in the brief.
How do I know a task is finished? Look for the result: the confirmed booking, the sent message, the answer from the business or the changed record. A draft, a suggestion and an attempted call are different outcomes.
Can I use the same assistant for personal life and work? Yes. Arlo supports personal tasks and work in Slack and connected apps. Private user memory remains private unless explicitly promoted through governed sharing.
Last updated October 28, 2026