All guides

Get customers · Lesson 4.4

12 AI Ad Management Prompts to Adapt to Your Business

Rafay Korai · 6 min read · 2026-11-04

Staring at an AI tool with nothing to model is why requests come out weak. Here are twelve AI ad management examples across small business types that you can adapt. They are illustrations we wrote, not results from real accounts, and none of them promises an outcome.

Every example is a request you would give an AI assistant that has read-only access or a pasted report, the safe starting point in Lesson 4.4: Run your ads with AI, safely. Each one ends with a note on why it works, so you can write your own.

A good ad request names the business, the one result, the data and the limit, and asks for proposals with reasons rather than for changes.

How to adapt an example

Replace the business details, the result and the numbers with yours. Keep the structure. Add the line "Propose only, do not change anything" to each. Paste a report rather than granting more access than you need.

Reading your account

1. A local bakery, weekly review. "I run a bakery. My one result is a cake order from the website. Here is the last 30 days from my search campaign. Which spent the most, which produced no orders, and which search terms look unrelated to cakes and bread?" Why it works: it names the result, asks three plain questions and invites a spotting job that AI does well.

2. A plumber, wasted spend. "Here is my search terms report. List the terms that are clearly not people needing a plumber, such as training courses or part time jobs, and give a reason for each." Why it works: Google's help page describes using the search terms report to find terms to add as negative keywords. The request asks for reasons so you can decide.

3. A yoga studio, thin data check. "Here are my last four weeks of results by campaign. Tell me which campaigns have too little data to judge, and say so plainly." Why it works: it forces an honest note about small samples instead of false confidence.

4. An online shop, cost per result. "Work out the cost per order for each campaign from this export, show the working, and flag any campaign with fewer than ten orders." Why it works: asking for the working lets you check the arithmetic, and the threshold flags thin data. Choose your own threshold.

Proposing changes

5. A dentist, careful wording. "I run a dental practice. Suggest three headline ideas for teeth cleaning appointments. Do not claim anything about outcomes, pain or comparisons with other practices. List any phrase you used that I might need to be able to prove." Why it works: health related ads are sensitive. Platforms publish their own advertising policies, so read the ones for your category, and use AI only as a first filter.

6. A florist, seasonal push. "Suggest two small changes for the two weeks before Mother's Day, with the reason and the risk of each. Do not recommend raising the budget." Why it works: it limits the scope, asks for risk, and rules out the one change that spends more at once.

7. A tutor, ranking by risk. "Here are my last five proposed changes. Rank them from lowest to highest risk and say which I could undo in a minute." Why it works: it supports the habit of starting with small, reversible changes.

8. A coffee shop, landing page. "Read this page my ad sends people to. List anything that might make a first time visitor hesitate, in order of importance." Why it works: the ad is sometimes fine and the page is the problem. See Lesson 4.2, A page that sells while you sleep.

Staying in control

9. A freelance photographer, budget check. "My average daily budget is 15 and my monthly ceiling is 450. Using Google's rule that a day can reach up to twice the average and a month up to 30.4 times it, state my worst day and worst month." Why it works: Google's help page gives those two limits. Worked out, the answer is 30 on the worst day and 456 on the worst month, which is above the 450 ceiling, so the owner learns the ceiling needs its own alert. (The numbers are made up.)

10. A gym, access review. "Here are the permission levels I can give a tool on my ad account. Recommend the lowest one that lets it read reports and say what it could not do at that level." Why it works: Google lists email-only, billing, read-only, standard and admin, and says read-only users can view campaigns and run reports. Meta lists admin, advertiser and analyst roles. The request pushes towards the lowest workable level.

11. A hair salon, change log. "Here is my change log and this week's report. Which of my changes could plausibly explain the movement, and which could not? Say that this shows correlation only." Why it works: it pairs your log with the data. Google's change history, which covers the past two years, can cross-check it.

12. A landscaper, end of month. "Summarise the month in six lines: spend, results, cost per result, top waste, changes I approved, and one question I should ask next month. Do not suggest anything that increases spend." Why it works: it fixes the format, keeps the review short and ends with a forward looking question.

Patterns across all twelve

  1. Name the resultGoogle's conversion page says you choose what counts as valuable, so every example names it.
  2. Give the dataA pasted report or read-only view beats a general question.
  3. Ask for reasonsEvery request wants the why, not just the what.
  4. Limit the outputA cap on the number of proposals keeps approvals manageable.
  5. Exclude spend increasesMost examples forbid proposing budget rises without clear cost.

Building your own

Write your request in three lines. Line one: your business and its one result. Line two: the data you are giving and the question. Line three: the limits, such as propose only, no budget increases, say if data is thin. Then save the ones that work. The free template puts those lines into a reusable shape.

Common questions

Questions people ask

Are these real examples from real accounts?

No. They are illustrations written for this post. No results are claimed for any of them.

Will these work for any business?

The structure should transfer. The details, thresholds and numbers need to be yours.

Do I need to connect my ad account?

No. Pasting an export is enough for all twelve.

Can I ask AI to make the changes itself?

You can, but a safer start is to propose only and make or approve each change yourself.

Try one today

Pick the example nearest to your business, paste in a real report and read what comes back with the checks above. Lesson 4.4 shows the whole safe setup in order: Run your ads with AI, safely.