A 30-Day Plan for One AI Automation

A thirty-day pilot is long enough to see if an AI workflow helps and short enough to stop it without drama. The plan assumes one job, one owner, and a pile of real examples. It does not assume a new hire or a new platform.

Use it for a draft, a label, or a summary. Do not use the first thirty days to automate refunds, legal replies, or anything that moves money by itself.

Week 1: choose the job and save thirty examples

Pick the repeated task people complain about that has a clear output, such as the first reply to an enquiry. Write the sources it may use. Save thirty real inputs and the reply a person actually sent. That archive is the test.

Name the owner who will review drafts every workday. If nobody has twenty minutes a day, do not start. The pilot fails from neglect more often than from the model.

Week 2: produce drafts and do not auto-send

Run the thirty examples. Compare each draft to the human reply. Note wrong facts separately from tone. Fix the instructions once, based on the repeated errors, then run the set again. One rewrite of the instructions is enough for this week. Endless tweaking hides whether the job is a fit.

Turn the workflow on for new items, still with a person sending. Tell the team it is a pilot so they keep their old habit as a fallback.

• Thirty historical examples scored
• Instructions revised once
• New items drafted, not auto-sent
• Owner on the calendar daily

Week 3: measure edits and time

Count how many drafts were sent with no factual change, how many were edited, and how many were discarded. Time ten of them. Compare with the time you wrote down in week 1 for the manual version.

Talk to the owner. If they say the draft is faster but they do not trust it, look at the factual errors. Trust follows correctness, not a friendlier tone.

Week 4: keep a slice, or stop

Keep the workflow if the factual error rate is low and the owner wants it. Allow automatic sending only for the slice that never needed a factual edit. Stop the workflow if people are rewriting everything. Write down why, so the next idea does not repeat the same mismatch.

If you keep it, set the monthly cost cap and the weekly ten-item review. A pilot that becomes invisible will drift the first time your prices change.

Run one real case before you expand

Block one working hour and apply this to a single live example from the past month: A 30-Day Plan for One AI Automation. Write down the input you started with, the output a colleague could use, and the name of the person who may accept or reject the result. Keep these steps in front of you: Week 1: pick and sample; Week 2: draft with a person; Week 3: measure edits; Week 4: keep, narrow, or stop. If one of those steps has no owner, leave the workflow switched off. An unnamed step becomes a message nobody checks.

Save the before and after in the folder the team already opens. Describe one mistake in a sentence someone can act on, such as a missing field, a wrong destination, or a line that should have waited for a person. Do not add another tool in the same sitting. The next week, fix only that mistake and run five more real cases. A workflow that survives those five is ready to connect to the rest of the office. One that does not is cheaper to stop while the cost is still a few hours.

Questions people ask before they start

Can we pilot three ideas at once?

No. You will not know which one consumed the time. Sequence them. The second pilot starts after the first decision.

What if week 2 looks terrible?

Fix the source data or the job definition once. If the second run is still wrong, stop. Another month will not repair a bad fit.

Who presents the week 4 decision?

The owner who reviewed the drafts, with the counts. A vendor demo is not the decision.

How do we start without a large project?

Use one real case, one owner, and the steps for A 30-Day Plan for One AI Automation. Expand only after five more cases pass with that same owner. A larger build before that test usually adds screens the team will not open.

How MadniSofts can help

Thirty days is enough to score one workflow on real examples and either keep a narrow slice or stop. You can review MadniSofts AI development, or talk to the team from the homepage.