Prompting and AI Workflow Design
A reusable AI workflow package with prompt design canvas, success criteria, context pack, review rubric, privacy gates, and improvement log.
What you will be able to do
A reusable AI workflow package with prompt design canvas, success criteria, context pack, review rubric, privacy gates, and improvement log.
Use a repeatable workflow instead of disconnected tips.
Check assumptions, evidence, output quality, and limitations before using results.
Create a capstone artefact that can be inspected, improved, and reviewed.
What you need before starting
Learners who already use AI tools and want repeatable, reviewable workflows instead of one-off prompts.
AI Foundations and AI Tools for Everyday Work are recommended.
Static lessons, activities, knowledge checks, learner templates, and a downloadable text-first pack.
12-module course sequence
The sequence follows the approved detailed syllabus and is implemented as a complete text-first shell.
Prompting Is Work Design
- help learners stop thinking of prompting as magic phrases and start seeing it as clear task design.
- Text-first module with units, activity, knowledge check, and summary.
Task Framing and Success Criteria
- teach learners to define the job before asking the AI tool to do it.
- Text-first module with units, activity, knowledge check, and summary.
Inputs and Context Packaging
- teach learners to provide enough context without exposing unsafe information or overwhelming the AI tool.
- Text-first module with units, activity, knowledge check, and summary.
Roles, Audience, and Voice
- teach role and audience framing without pretending the AI tool is a real expert or final authority.
- Text-first module with units, activity, knowledge check, and summary.
Output Formats and Structured Responses
- help learners ask for outputs that are easy to review and use.
- Text-first module with units, activity, knowledge check, and summary.
Examples, Constraints, and Rubrics
- teach learners to guide the AI tool with examples and criteria without making prompts long and fragile.
- Text-first module with units, activity, knowledge check, and summary.
Iteration and Follow-Up Questions
- teach prompting as a conversation with checkpoints, not one perfect command.
- Text-first module with units, activity, knowledge check, and summary.
Evaluation and Output Review
- make evaluation explicit and repeatable.
- Text-first module with units, activity, knowledge check, and summary.
Prompt Patterns by Task Family
- give learners reusable patterns for common work, while teaching why each pattern works.
- Text-first module with units, activity, knowledge check, and summary.
Workflow Mapping Around AI
- move from single prompts to a repeatable workflow with before, during, and after steps.
- Text-first module with units, activity, knowledge check, and summary.
Failure Modes, Privacy, and Human Gates
- make failure detection and human boundaries part of the design.
- Text-first module with units, activity, knowledge check, and summary.
Capstone: Reusable Prompt Workflow
- combine the course into one real, safe, reusable AI workflow.
- Text-first module with units, activity, knowledge check, and summary.
Text-first release boundary
The course content, static lessons, and download pack are available now. Leonardo/image assets, external specialist review, and learner pilot evidence remain planned improvements.