AI & Productivity
How do I use AI to get more done?
Choose a task where a mistake is easy to catch
Generative AI tools can help draft, summarize, brainstorm, classify, and transform information. They can also make up facts, miss context, reflect bias, or produce a confident answer that is wrong.
Good early uses have a clear input, a clear expected output, and a person who can check the result: turning your own notes into an outline, generating test cases from requirements, or rewriting a draft for a different reading level.
Do not hand off high-impact decisions just because an AI tool can produce an answer quickly. Health, legal, financial, hiring, safety, and other consequential work needs appropriate qualified human judgment and controls.
Give it context and a specific job
A useful request says what the tool should do, who the output is for, what information it can use, what format you need, and what it should not assume. Provide only context you are allowed to share.
For example, ask for a short outline based only on a provided project brief, with unknown details marked as questions. This is safer and easier to check than asking a model to invent a complete plan from a vague prompt.
Check facts, calculations, and permissions
Verify important claims against primary sources. Recalculate numbers with a dependable tool, run generated code in a safe test environment, and compare summaries with the original document before sharing them.
Do not paste confidential business information, personal data, credentials, private customer messages, or unpublished work into a tool unless your organization has approved that use and the service's data terms are appropriate.
You remain responsible for what you publish or decide. Review copyright, attribution, privacy, and workplace rules; AI output is not automatically accurate, original, legally safe, or ready for use.
Build a repeatable workflow
Use a simple loop: define the task, choose whether AI is suitable, provide approved input, review the output, correct it, and record any recurring failure. Keep a manual way to finish the task if the service is unavailable.
Measure time saved and error rates, not just how much text or code the model produced. If reviewing the output takes longer than doing the task, the workflow is not helping yet.
Use stronger safeguards as the stakes rise
For a personal brainstorming task, a quick review may be enough. For work that affects customers, employees, money, safety, or access to services, define an accountable reviewer, document what the tool is allowed to do, test failure cases, and follow applicable laws and organizational policies.
AI systems and their terms change quickly. Check the current tool documentation, privacy settings, and your organization's guidance before building a process around a particular feature.
Sources and further reading
Frequently asked questions
How do I use AI to get more done?
Give it a task you already understand, review the result, and keep the parts that are right. Do not hand it a job you cannot check.
Will AI replace the skill?
No. It shortens drafting and sorting. Judgment, facts, and the final version stay with you.
What task should I try first?
A small one with a clear output, such as an outline or a rewrite of a paragraph you wrote.
Why is the answer generic?
The request was generic. Add the audience, the limit, and an example of a good result.
Is the free version enough?
Often yes for learning. Paid plans change limits and features. Read the current plan before you subscribe.
What should I never paste in?
Passwords, private records, and anything you do not have permission to share.