National VET Conference 2026 · Session resources
The AI-Powered Trainer
Enhancing Content & Resource Development
Kerri Buttery · VETNexus
Copy-and-adapt prompts for content curation, first drafts, resource generation and validation in VET. Replace the [purple placeholders], run the prompt in your AI tool, then check the output before it reaches a learner, an assessor or an audit file.
Seven habits that get better results
- Link the unit. Paste the training.gov.au link or unit text so the tool uses the official wording.
- Scaffold before you build. Edit the outline first, then ask for the finished file.
- Give it your own material. Transcripts, templates and past resources mean fewer made-up details.
- Match the model to the job. Save the heaviest model for complex builds.
- Work inside your apps. Word and PowerPoint add-ins let you use your own templates.
- Use a paid or organisation-approved tool. Check how your data and IP are handled.
- Validate everything. See Part 4.
1Intelligent content curation
AI curates; it doesn't create. It works best from sources you give it. Use these prompts to research, generate varied scenarios and re-level content, then verify what comes back.
1.1Research brief for a unit or topic
Use it to: get up to speed on the regulatory or industry context before you write anything.
Act as a subject matter researcher for vocational education. I'm developing training content for [unit or qualification, e.g. FNS20120 Certificate II in Financial Services]. Summarise the current regulatory context for [topic, e.g. basic banking products and consumer credit] that a [level] learner would need to understand.
Present as: (1) 5 key concepts in plain English, (2) 2 recent industry developments with dates, (3) 3 common learner misconceptions with corrections.
Give the source for every claim.
Check before you use it: turn on research mode if your tool has one, then open the source list and remove any site you wouldn't trust. The last line (sources) is an addition to the original webinar prompt, and it makes validation much quicker.
Tip: paste the link to the unit on training.gov.au into the prompt so the tool works from the official text.
1.2Diverse workplace scenarios
Use it to: stop reusing the same one or two case studies across cohorts.
Generate 3 workplace scenarios (approximately 400 words each) for assessing [unit code and title, e.g. BSBWHS211 Contribute to health and safety of self and others].
Vary the industry context across each scenario ([e.g. retail, hospitality, warehouse]) and vary the learner starting points ([e.g. new employee, returning after injury, supervisor delegating a task]).
Each scenario should end with a decision point the learner must respond to.
Check before you use it: read each scenario for bias or stereotyping, and confirm the workplace details are realistic for the industry.
1.3Re-level text for different learners
Use it to: write the same content at two reading levels without losing the meaning.
Rewrite the following [regulatory summary / explanation] for two audiences:
(1) an ACSF Level 2 reading learner: plain English, short sentences, everyday vocabulary.
(2) an ACSF Level 4 reading learner: retain technical terminology but improve structure and signposting.
[paste source text]
Check before you use it: the Level 4 version is not just a harder version. Check both rewrites still say exactly what the source says.
1.4Turn your own transcripts into a new resource
Use it to: reuse recordings, webinars or training videos as articles, guides or summaries, with far fewer errors because the AI works from your words.
Using only the transcript below, write a [blog post / article / learner summary / quick-reference guide] of about [word count] words for [audience].
Keep my voice and examples. Do not add facts that are not in the transcript. If something needs checking, flag it at the end.
[paste transcript]
Tip: most video and meeting tools can generate a transcript. Put several transcripts into one project and you can build a whole set of resources from your own material.
1.5Role-play practice partner
Use it to: give learners a safe way to rehearse a conversation, for example a client and a financial adviser.
Take on the role of [a client / customer / colleague] talking to [a financial adviser / customer service officer / supervisor]. I'm a learner practising [skill or unit, e.g. BSBOPS304 Deliver and monitor a service to customers].
Stay in role and respond realistically at ACSF Level [2/3/4]. Ask one question at a time. After [5] exchanges, step out of role and give me feedback against these criteria: [paste performance criteria].
Check before you use it: test the role-play yourself first, and make sure the feedback matches the unit's actual requirements.
2From blank page to first draft
Plan first, build second, and treat every output as a draft you refine.
2.1Scaffold first, then build
Use it to: plan any resource, guide, deck or plan before the AI builds it, and save credits.
I want to create a [session plan / learner guide / PowerPoint / activity pack] for [unit or topic]. Do not build the final file yet.
First give me a scaffold: the sections or slides in order, the purpose of each, a suggested time for each, and the content or prompts you would include. I will edit the scaffold before you build.
Tip: building the final file uses the most credits. Edit the scaffold (for example 'lengthen the scenarios to 400 words, add a slide on X') and only then ask for the build.
2.2Session plan in a table
Use it to: get a timed plan with delivery mode and assessment links.
Create a 90-minute session plan for delivering [unit code and title, e.g. FNSACC321 Process financial transactions and extract interim reports] to a [mixed-mode (online and face-to-face)] cohort.
Structure it as a table: Time | Activity | Delivery mode | Resources needed | Assessment link.
Include one group activity and one individual formative check.
Check before you use it: treat the timings as a starting point. Check each activity actually builds towards the unit's performance criteria.
2.3Session plan to facilitator slide outline
Use it to: turn a plan into a slide-by-slide outline for the person delivering it.
Convert this session plan into an [8]-slide outline for a facilitator deck. Each slide: title, 3-4 bullet talking points, and a suggested visual or activity cue.
Keep language facilitator-facing, not learner-facing.
[paste session plan]
2.4Build a deck that is readable in the room
Use it to: stop AI decks arriving with tiny text and walls of words.
Build this presentation using [my template / these brand colours and fonts]. Use a minimum font size of 28pt for body text and [44pt] for headings.
Maximum six points per slide, and each point 6 to 8 words. Put the talking points in the speaker notes, not on the slide.
Add a simple visual or diagram to every slide where it helps. [paste outline or scaffold]
Tip: if you already have a deck, add it as reference material so the new one matches. Better still, open your own template first and work inside it.
2.5Fix an existing AI-generated deck (in PowerPoint)
Use it to: rework a deck using the AI add-in inside PowerPoint, one slide or the whole deck.
Branding: Redesign this slide deck using the active colour theme.
Font size: The font is too small. Good accessibility means readable slides, so set a minimum of 28pt and reflow the content.
Wordy slide (select the slide first): This slide is too wordy. Reduce each dot point to a summary of 6 to 8 words that still conveys the message. It will be used by a presenter to deliver a session and needs to be concise.
Tip: select a single slide for a single-slide edit, or deselect everything to change the whole deck. Use a lighter model for formatting jobs, because they don't need the heaviest one.
2.6Learning activities with debrief
Use it to: vary activity types and tie each one to performance criteria.
Design 3 learning activities for [unit code and title, e.g. BSBOPS304 Deliver and monitor a service to customers] that build toward the unit's performance criteria.
Vary the activity type: one role-play, one individual written reflection, one small-group problem-solving task.
For each, include: purpose, instructions, time estimate, and a debrief question.
2.7Interactive HTML activity for your LMS
Use it to: build a click-through activity or game that runs from a single file.
I want to create an interactive, self-contained HTML file that is a [topic, e.g. cybersecurity] activity for my students.
[Describe it, e.g. Put forward a professional-looking phishing email with up to 10 warning signs that show it is phishing and should be reported, not clicked on.] When a student clicks something, explain what is wrong, or make it a game where they need to identify everything.
Include a 'reveal all' option and a 'start over' button.
Check before you use it: click through every option yourself, test it in more than one browser, and check the content is accurate for your training package.
Tip: save the finished file and upload it to your LMS as a file or link. Building interactive activities uses noticeably more credits than a chat reply.
3Resource generation
Tell the AI exactly how to structure the unit and what the output looks like. Paste in the real unit text.
3.1Analyse a unit and propose a table of contents
Use it to: structure a learner guide from the unit before writing the content.
Here is the link to the unit of competency: [training.gov.au URL]. Analyse the unit and create a table of contents for a learner guide.
Structure it [by element and performance criterion / as 3-4 topics that cluster the requirements]. Reorganise so there is no repetition. Include the knowledge evidence within the relevant performance criteria.
Give each heading a one-line description of what it will cover.
Tip: bring the approved table of contents into Word and build the content there, inside your learner guide template, using the AI add-in.
3.2Mapping table for a unit
Use it to: see the performance criteria, evidence and assessment methods side by side.
Create a mapping table for [unit code and title, e.g. BSBCRT311 Apply critical thinking skills in a team environment].
Columns: Performance Criteria | Evidence Learners Could Produce | Suggested Assessment Method. Populate one row per performance criterion listed here: [paste the PC list from the unit].
Check before you use it: compare every row with the unit on training.gov.au. Paste the real criteria in rather than letting the AI recall them.
3.3Gap analysis of existing resources
Use it to: check a current guide or assessment tool against the unit requirements.
Here is the link to the unit of competency: [training.gov.au URL] and my existing resource: [attach or paste].
Analyse my resource against the unit requirements (elements, performance criteria, performance evidence, knowledge evidence, foundation skills and assessment conditions).
Present as a table: Requirement | Where it is covered | Gap? | Suggested fix. Also list anything in my resource that is out of scope for the unit, or duplicated.
Check before you use it: AI gap analysis is a first pass. A person who knows the unit should confirm each gap before anything is rewritten.
3.4One-page learner handout
Use it to: create a quick reference with an annotated example and self-check.
Create a 1-page learner handout on [topic, e.g. interpreting a basic bank statement] for a [Certificate II Financial Services] learner.
Include: a plain-English explanation, an annotated example (labelled callouts), and a 3-question self-check with answers.
Check before you use it: review the annotated callouts most closely, because that is where small errors hide.
3.5Facilitator guide with misconceptions
Use it to: give facilitators the part they rarely have time to write.
Create a facilitator guide for [topic or session].
Include: the learning outcome, common learner misconceptions (with a clarification for each), an opening script, and troubleshooting tips for when things go wrong.
Use plain English and write for a facilitator who is new to the topic.
Check before you use it: the misconceptions section is the most valuable and the most important to verify with a subject matter expert.
3.6Brief for a unit mapping app (Lovable)
Use it to: describe a small web tool in plain language and let an AI app builder create it.
Build a simple web app for trainers and assessors. A user registers with their name, email and organisation, then enters a nationally recognised unit of competency code.
The app retrieves the unit's published requirements from training.gov.au and produces a mapping document with one row per [element / performance criterion], plus the performance evidence, knowledge evidence and foundation skills.
The user can view the result on screen and download it as [a Word document / a spreadsheet].
Keep the design clean and accessible, use [brand colours], and add a short notice that the output must be checked against the current unit on training.gov.au before use.
Tip: this is a starter brief written for this library. Replace it with the prompt you actually used, then refine the app by chatting with it one change at a time.
3.7Poster or promotional graphic
Use it to: create a first-draft event or resource poster in an AI design tool.
Create an A4 poster to promote [event or resource] and drive registrations. Information is at [link]. The registration link is [link]. Include the discount code [CODE], which expires [date].
Lead with [key stats / key benefits]. Medium level of detail, [warm, community-focused] tone. Don't crowd the layout. Give me [3] options.
Check before you use it: check dates, links, codes and names. AI design tools often leave white space or omit your logo, so ask for a revision once you have the first version.
4Information validation
Fluent and confident is not the same as correct. Use AI to triage what to check, then verify against primary sources and get a second reviewer to sign off.
4.1Reusable validation prompt
Use it to: triage what to check first in any piece of AI-generated content.
Review the following training content for factual accuracy and currency. Flag:
(1) any claim that needs a verifiable source,
(2) any reference to a regulation, standard, or dollar figure that may be outdated,
(3) any unit of competency reference that should be checked against the current national register.
[paste content]
Check before you use it: this prompt tells you what to check first. It does not replace checking.
4.2Source map for every claim
Use it to: work out where to verify each factual statement.
For each factual claim in the content below, list the claim and the type of primary source that would confirm it (for example legislation, a regulator's website, or training.gov.au).
Do not invent sources or links. If you are not sure where a claim comes from, say so.
[paste content]
Check before you use it: AI can fabricate references that look real. Open every source yourself.
4.3Currency check
Use it to: catch out-of-date dates, figures and legislation.
List every date, dollar figure, threshold, and legislative or regulatory reference in the content below. For each, say when it was last true as far as you know and what could have changed since.
Present as a table: Item | Where it appears | Last known to be correct | What to verify.
[paste content]
Tip: regulation changes after a model's training cut-off. Verify every item against the current source.
4.4Bias and stereotype review
Use it to: check scenarios and examples for stereotyping or exclusion.
Review these scenarios for bias, stereotyping or exclusion (for example gender, age, culture, disability, or industry assumptions).
List each concern with the line it relates to, and suggest a neutral rewrite that keeps the same learning intent.
[paste scenarios]
4.5Cross-check against the unit text
Use it to: make sure mappings and content match the unit as published.
Below is the unit text copied from training.gov.au, followed by my draft [mapping table / resource].
List every element, performance criterion or evidence requirement in my draft that is missing, paraphrased in a way that changes the meaning, or not in the unit. Quote the unit text next to each issue.
[paste unit text] [paste draft]
Check before you use it: always paste the real unit text. Without it, the AI is working from memory.
4.6Reviewer briefing note
Use it to: prepare a second reviewer or subject matter expert for sign-off.
Write a one-page briefing for a reviewer of the resource below. Include: its purpose and audience, which parts were AI-generated, the five highest-risk claims to verify, and a short sign-off checklist.
[paste resource]
4.7Spot-the-error activity for learners or colleagues
Use it to: build a short exercise that teaches people to check AI output.
Write a short, fluent paragraph for [audience] about [topic] that contains exactly [3] deliberate factual errors (for example a wrong date, a wrong figure, and a wrong description of a body's role).
Then give an answer key listing each error, the correct fact, and the primary source where it can be confirmed.
Check before you use it: verify the answer key against current primary sources before you use it. The exercise only works if the corrections are right.
5Work smarter
Once a task repeats, stop retyping it. Set it up as a project, a skill or a schedule.
5.1Set up a project with reference documents
Use it to: keep your sources, templates and past resources together so the AI works from them.
I'm setting up a project for [unit / course / resource type]. I will upload [templates, past resources, unit documents, transcripts].
Use only these sources when you answer. If the answer is not in them, tell me rather than guessing, and list which source you used for each answer.
Tip: reference documents still count towards your credits while the AI is reading them, but once they are in its working memory, follow-up questions don't use them again.
5.2Create a reusable skill
Use it to: package a repetitive job so you can run it with one instruction.
Create a skill called [Unit of competency mapping]. When I upload an assessment tool and give a link to a unit of competency, it should:
1. map every task and question to the elements and performance criteria,
2. list performance evidence, knowledge evidence and foundation skills that are not covered,
3. present the result as a table and flag anything unclear.
Always remind me to verify the output against training.gov.au.
Tip: other skills worth building: a compliance specialist, an RTO policy and procedure writer, and a learner guide formatter that follows your template.
5.3Weekly compliance update (scheduled)
Use it to: turn a week of work into a regular update for leaders or a board.
Every [Friday at 3:30pm], using my emails, meetings and documents from this week, write a compliance update for [the CEO and board].
Use these categories: [category 1], [category 2], [category 3], [category 4], [category 5]. For each category, state what is at risk, what we need to focus on next, and what has been done.
Check before you use it: check what the tool had access to, and review the update before it goes anywhere.
5.4Switch tools without losing your history
Use it to: move from one AI tool to another.
I already use [current tool]. I want to move everything to [new tool] so I don't lose my history. What are the steps, what can be exported, and what will I need to set up again?
Tip: try a paid plan for one month and compare it with your current tool before cancelling anything. Paying monthly rather than yearly keeps you flexible while the tools change.
Validation checklist
- Source-check every factual claim. No verifiable source means it is a draft, not a fact.
- Cross-check units on training.gov.au. Compare mappings and wording with the current unit.
- Check currency. Laws, dollar figures, dates and codes change after a model's training.
- Review scenarios for bias and stereotypes.
- Declare AI use where required.
- Get a second reviewer (and a subject matter expert for technical content) before anything reaches learners or an audit file.
Get all 30 prompts, the anatomy of a good prompt and a blank template in the downloadable Word document, then map your units with our free tool.
- AI output can contain errors, out-of-date information and made-up references. You are responsible for checking anything you use.
- Unit codes and titles in examples are for demonstration. Always confirm current details on training.gov.au.
- Don't paste confidential, personal or commercially sensitive information into a tool unless your organisation has approved it.