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Prompting and review

Get Better at Prompting and Reviewing AI Responses

Practise defining a task, writing prompts, reviewing AI responses and improving outputs through iteration.

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Course topics

Prompting and review

  • Define the task
  • Evaluate outputs
  • Iterate and reuse

You check the response

Find your fit

Is this a useful starting point?

For people already using AI at work who have basic prompting experience.

Starting point
Intermediate
Course length
2.5 total hours
Lessons
34 lectures

Course by Nicolle Merrill

Course last updated: 05/2026

Requirements
  • Experience using AI at work
  • Experience working with general purpose AI tools
  • Basic prompting experience

DoJo membership: A$250 per month per seat, excluding GST. Includes fortnightly group support and a private member community.

Explore the lessons

Course curriculum.

6 sections • 34 lectures • 2h 37m total length

Overview of the Prompting Workflow7 lectures • 27min
  1. Behind the question: How do I get better at prompting?01:45
  2. The five factors that affect your prompt outputs05:13
  3. Demo: Same prompt, different models03:40
  4. Activity: Compare outputs between models01:28
  5. Demo: AI tool memory types06:03
  6. Activity: Get to know your system memory settings01:51
  7. The prompting workflow: Define, Prompt, Evaluate, Iterate06:32
Define the job to be done4 lectures • 20min
  1. Why we define the work before we prompt07:34
  2. Defining the job to be done05:17
  3. Defining "good" before you start05:58
  4. Activity: Define what good looks like for a work task01:14
Write better prompts10 lectures • 55min
  1. Prompt skill levels: From vague requests to well-defined tasks07:14
  2. Demo: Three ways to write prompts that improve your outputs09:40
  3. Demo: Prompt techniques to guide and improve your AI outputs10:30
  4. Activity: Level up an existing prompt00:51
  5. The missing pieces that improve all prompts: context and criteria06:27
  6. Adding and selecting the right data as prompt context08:19
  7. Activity: Sort the data02:50
  8. Prompt power moves: Get AI to clarity before answering05:05
  9. How to choose the right prompting technique03:01
  10. Activity: Rework your best prompt00:51
Evaluate AI outputs4 lectures • 27min
  1. Diagnosing what's wrong with outputs by naming the problem07:31
  2. The most common reasons outputs fail, from easiest to hardest to spot01:19
  3. Spotting the most common hallucinations in work tasks10:49
  4. Rewriting prompts to reduce hallucinations07:46
Improve your outputs and prompts (Iteration)4 lectures • 18min
  1. The iteration loop: Giving specific, actionable feedback to the model11:53
  2. Activity: Iterate on the prompt00:44
  3. Using the iteration process helps you write better prompts02:59
  4. Knowing when to stop iterating and do it without AI02:41
Prompt design and reuse5 lectures • 11min
  1. Using prompt templates and libraries to make prompting easier03:36
  2. Using AI to write a prompt02:41
  3. Using AI to create your own prompt templates and libraries02:19
  4. Activity: Use AI to create 20 prompts for your job00:35
  5. Wrap up: Your AI learning journey ahead01:33

From learning to practice

Try this next.

Refine an existing work prompt, compare its outputs and save the checks that improved it.

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