10 AI habits that separate good output from slop

Anyone can get AI to produce something. Getting it to produce something good, consistently, is a skill. Here are ten habits we use across our own team and teach in our workshops. None of them need technical knowledge.

1. Tell it who you are

“I run a small business” gets you generic output. “I run a 10-person accounting firm in suburban Brisbane, and most of our clients are tradies” gets you something you can use. The more context you give, the less editing you do.

2. Give it the real details

Vague in, vague out. “Write a payment reminder” is weak. “Write a payment reminder for a $5,000 invoice, 14 days overdue, to a client we’ve had for three years and want to keep” is strong. Specifics are what make a draft usable.

3. Say what you don’t want

AI has habits. Tell it to break them. “No corporate jargon. Don’t make it sound like a form letter. Keep it under 150 words.” Constraints often do more than instructions.

4. Ask for more than you need, then cut hard

If you want one headline, ask for twenty. The point isn’t to use them all. It’s to give your judgment enough range to find the good one. Generating is cheap. Choosing well is the actual work.

5. Say why the winner won

When one option is clearly better, tell the AI why. “This one works because it leads with the cost, not the feature.” That one sentence becomes your next instruction, and it sharpens your own eye at the same time.

6. Make your next prompt shorter, not longer

It’s tempting to pile on more and more instructions. Don’t. The more requirements you stack up, the more likely the AI is to drop some of them. Each round should get tighter: a few clear constraints beat a giant wall of rules.

7. Treat everything as a first draft

AI sounds confident even when it’s wrong. It invents statistics, legislation and sources. That’s how the technology works, not a rare glitch. Check every fact, figure and reference before anything goes out the door.

8. Keep the judgment yours

It’s tempting to ask AI “which of these is best?”. Sometimes that’s a useful sanity check. But if you hand over every decision, you hand over the part of the job that was yours to do. Let AI lay out the options. You make the call.

9. Know what never goes in

Client names and details, financial records, contracts, passwords and access keys stay out of AI tools unless your business has a properly configured, approved setup for them. When in doubt, leave it out.

10. Turn what works into a template

When a prompt gives you great results, save it. Build a shared library of the prompts your team uses for welcome emails, reports and review responses. Next time, the good result takes thirty seconds, and the whole team gets the same quality.

The one-line version

AI made asking free. It did nothing to make choosing easy. Generate like it’s free, because it is. Choose like it’s the job, because it is.

Want these habits built into your team? Our hands-on workshops teach them on your team’s actual work, not generic examples.