AI Use-Case Worksheet: Find Your First Useful Task

When a business owner asks me where to start with AI, my first question is: “What takes up too much of your day?”

Perhaps it is sorting email, preparing quotes, writing follow-ups, or explaining the same procedure to employees. These everyday jobs give you a practical place to begin.

You don’t need to figure everything out before opening an AI tool. Start with a conversation about your business, then work toward one small task you can test.

Start by getting to know each other

Explain what your business does, who you serve, how your team works, and where time gets lost. You can describe the work without sharing customer names, private records, or confidential documents.

Give yourself time to learn how the AI responds, too. What does it need explained? Where does it make assumptions? What kind of instructions produce useful results?

You can begin with something as simple as:

“I’d like to explore how AI could help in my business. Ask me questions about what we do, how we work, and which tasks take the most time. Help me identify a small, useful job to try first.”

You can also ask the AI to help you write the request itself:

“How should I ask you to accomplish this task? What information would you need, and what haven’t I thought to ask?”

That gives you a way to start even when you know the problem but aren’t sure what a solution would involve.

What that conversation might look like

The following is an illustrative conversation. What you can put into practice depends on the tool’s features and available connections.

Business owner: “I run a small IT consulting business. I handle customer support, project work, quotes, and follow-ups. Email takes up a lot of my day, and I worry about missing something important. Ask me questions so we can find a useful place to start.”

AI: “Which part takes the most time: reading messages, deciding what matters, writing replies, or keeping things organized?”

Business owner: “Reading and organizing. Eventually, I’d like customer messages sorted into folders and a summary every morning, after lunch, and at 5 p.m.”

AI: “What makes a message important? Which messages need your personal attention, and which email service do you use?”

Business owner: “Customer problems and project deadlines come first. I also need to know when someone is waiting for a quote or a decision from me.”

AI: “For a first trial, would you prefer a proposed list of categories and a sample summary, with messages left where they are? We should also define the exact summary times and time zone.”

Business owner: “Yes. Help me work through those details. Then show me the plan, explain what access you would need, and tell me what I must approve. Don’t move, delete, or send anything yet.”

Notice how the request becomes clearer as the conversation progresses. “Clean up my email” starts turning into specific priorities, boundaries, and a reviewable first step.

Make a short list of possible jobs

Email may be your starting point, but it helps to consider a few options.

Complete this sentence five times:

Every week, someone in our business spends time ________.

Be specific. “Administration” is too broad to evaluate. “Turning my project notes into a draft customer update” describes a task you can test.

Possible starting points include:

• Turning approved notes into a draft follow-up email.
• Organizing general instructions into a draft procedure.
• Preparing a weekly update from information you provide.
• Rewriting public website copy in simpler language.
• Creating a reusable outline for quotes or project proposals.

For each idea, consider whether someone on your team can easily recognize a good result—and catch a bad one.

Use this worksheet to choose your first task

Fill this out yourself or ask AI to walk you through it one question at a time.

About the business
What do we do, who do we serve, and who handles this work?

The task
What specific job do we want help with?

The current process
How do we do it today? How often does it happen, and how long does it take?

The inputs
What information does the task require? Is that information approved for use in the proposed tool?

The AI’s role
Which part should AI help with: organizing, summarizing, drafting, comparing, or something else?

The finished result
What should the output look like? Can we provide a good example?

The reviewer
Who knows the work well enough to check the result?

The consequences
What happens if the answer is wrong or something important is missed?

The boundaries and approvals
What must the tool leave alone? What connections would it need? Which actions require permission?

The first trial
What small sample can we use to decide whether this helps?

Show me the plan first

Before connecting a tool to business systems or allowing it to take action, ask for a plan you can review.

A useful request is:

“Explain what you can actually do with the tools available. Show me the steps, the information and access you need, and the actions that require my approval. Start with a small trial. Don’t change records, move or delete messages, or send anything until I approve the specific actions.”

Ask questions about anything you don’t understand. Helping write an email and having permission to send it are separate decisions.

Let the smaller jobs teach you

Run the first trial and review the result. Explain what worked, what was missed, and what you would change.

For the email example, your feedback might be:

“That summary is useful, but customer deadlines should come first. Leave newsletters out, and separate messages waiting on me from messages waiting on someone else.”

Then check the next result. Did the changes help? Is anything still unclear?

Each correction gives you a chance to improve the instructions. As you learn what the tool handles well, you can refine the process and decide whether to add another task.

Keep the agreed instructions somewhere you control. Don’t assume every tool or new conversation will remember your preferences.

Decide whether it is helping

Compare the trial with the way you worked before. Include the time spent preparing instructions, reviewing results, and correcting mistakes.

Ask:

• Did it save time overall?
• Was the finished work useful?
• Could we reliably catch mistakes?
• Did it make the next step easier?
• Is it worth repeating?

If the answers are encouraging, keep refining the task. If it creates more cleanup than value, adjust the request or try a different job.

You don’t have to map out every future use on the first day. Start with a conversation, get familiar with how the tool works, and build experience through smaller, helpful jobs. As you progress, your needs become clearer—and the process can become more efficient.