Choose a First AI Pilot You Can Evaluate

Sample editorial content for demonstration.

Your first AI pilot should help your team answer a practical question: can this approach improve a specific piece of work enough to justify the effort of using it?

Start with a workflow people understand. Choose an outcome they care about. Then design a small test that makes it possible to compare the current process with the proposed one. A useful pilot ends with a decision, even when that decision is to change direction.

1. Choose a task with clear boundaries

Look for a recurring task with an identifiable starting point and a finished result. Drafting a response from approved information is easier to define than improving customer service across an entire business.

Write down what starts the task, what information it requires, who completes it, and who accepts the result. Include the exceptions your team already handles. If you cannot describe where the task ends, narrow the scope before selecting a tool.

Keep the first version focused on one type of work. A pilot becomes difficult to evaluate when every participant tests a different process.

2. Define what better would look like

Decide what you want to learn before building anything. Perhaps your team wants to reduce drafting time, find missing information earlier, or produce a more consistent first version.

Choose one primary measure and a few quality checks. Record how the current process performs on comparable work. Include the time people spend checking and correcting the output; a fast first draft is less useful if it creates a longer review.

Agree on the conditions for continuing, revising, or stopping the pilot. Avoid setting a target simply because it sounds impressive. It should reflect the value your team needs and the quality it can accept.

3. Make the test concrete

Illustrative workflow: preparing internal project updates. Imagine a team that collects status notes from several workstreams and turns them into a weekly summary. The pilot would help prepare a draft from those notes.

Keep the boundaries explicit:

• Use only the notes supplied for that reporting period.
• Organize the draft into progress, open questions, and next steps.
• Mark missing or conflicting information for review.
• Let the project owner check the draft before sharing it.

For the test, compare the current process and the assisted process using comparable sets of notes. Record preparation time, corrections, missing details, and reviewer effort. This example is a proposed test design, not a report of customer results.

4. Put review inside the workflow

Decide who checks the output and what that review covers. Give reviewers a short checklist tied to the task: factual accuracy, completeness, clear ownership, and appropriate handling of information.

Define what happens when the input is incomplete or the output is uncertain. A flagged question may be more useful than a confident sentence that someone must later correct.

Choose inputs your team is permitted to use. Confirm that the selected tools and access settings fit the information involved. Assign one person to collect feedback so recurring problems lead to changes.

5. End with a decision

Review the evidence with the people who do the work. Did the pilot improve the chosen outcome? Did checking and correction erase the benefit? Which exceptions still require attention?

Use those answers to continue, narrow the task, revise the approach, or stop. Document the reason and the next step.

Start here: choose one recurring task and write a one-page pilot brief covering its boundary, owner, inputs, measure, review process, and decision criteria.