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    Instructional design

    How to write a course brief that AI can actually use

    PM
    Pete Murr
    Founder & CEO, CourseAgent··7 min read

    A course brief is a document that defines what a course needs to achieve, who it's for, and what the learner should be able to do differently afterwards. The quality of AI-generated course content depends almost entirely on the quality of this brief - far more than on which AI tool you use. A well-written course brief takes 20 minutes to produce, is typically one to two pages long, and will produce meaningfully better output from any AI authoring tool. Here's exactly what to include, and a template you can use today in CourseAgent or any other platform.

    Why the brief matters more than the tool

    When AI course authoring produces generic, surface-level content, the instinct is to blame the tool. Usually, the problem is the instruction. "Write a course on fire safety" and "Write a 30-minute fire safety course for warehouse operatives at a food manufacturing facility, who understand basic safety protocols but have had no formal fire training, with a focus on evacuation procedure and equipment use" will produce dramatically different outputs from the same tool.

    AI language models are excellent at producing contextually appropriate, well-structured content - but they have no way of knowing your audience, your context, or your specific requirements unless you tell them. The brief is that instruction. It's not a bureaucratic step before the real work; it is the real work. Everything that follows is execution.

    The brief is not a bureaucratic step before the course build. It is the most important thing you will write in the entire process.

    The eight elements every brief needs

    1. Audience

    Not "all staff" or "employees". The specific group of people who will take this course: their role, their level of experience with this topic, their educational background (broadly), and any relevant context about how they work. The more specific the better.

    Poor: "Staff across the organisation." Good: "Customer-facing sales advisers in a retail banking environment. Most are 22-35, have A-level education or equivalent, and have been in the role for 6-18 months. They're familiar with FCA regulations at a high level but have not had formal training on vulnerability."

    2. The single learning outcome

    What should the learner be able to do differently after completing this course? Not what they should know - what they should do. One outcome, stated as a behaviour, is more useful than a list of five knowledge objectives.

    Poor: "Understand data protection principles." Good: "Identify when a customer request involves personal data and apply the correct handling procedure without referring to guidance."

    3. Starting knowledge level

    Where are learners starting from? Complete novice, some familiarity, or experienced but needing a refresh? This single variable changes the appropriate language level, the amount of background explanation needed, and the complexity of examples. Getting this wrong is the most common cause of courses that feel either patronising or impenetrable.

    4. Tone and register

    How formal should the course be? This should reflect the organisation's culture and the nature of the subject. Compliance training for a law firm has a different register from frontline staff training for a retail chain. Both can be engaging - they just need different language.

    5. Sector and context

    What industry does this course sit in? What systems, processes, or terminology does this audience use day-to-day? This allows the AI to use realistic examples rather than generic ones. "A customer complains" lands differently from "A member calls the branch about a transaction they don't recognise."

    6. Target duration

    How long should this course be? E-learning that respects learners' time performs better. Be specific: "approximately 20 minutes" rather than "short". Most compliance courses should be 15-30 minutes for a primary module and 5-10 minutes for a refresher.

    7. What to exclude

    What should the course not cover? This is underused but valuable. If learners have already completed a general introduction, you don't need to re-explain basics. If a topic is covered by a separate module, saying "do not cover X" prevents duplication and bloat.

    8. Assessment approach

    How will the course assess learning? Knowledge questions only, or scenario-based decisions? A single pass/fail quiz, or questions embedded throughout? The brief should specify this so the content is written with the right assessment model in mind from the start - not retrofitted afterwards.

    A complete brief example

    Here's what a complete, usable brief looks like in practice. You can copy this structure directly into CourseAgent's brief field or use it as your starting document.


    Example course brief - Safeguarding awareness for housing staff

    Audience: Housing officers and neighbourhood managers at a mid-sized housing association. Mix of experience levels (1-15 years in role). Not social workers - they don't conduct assessments, but they make referrals and have regular contact with vulnerable tenants.

    Learning outcome: Recognise signs of potential safeguarding concern during a routine housing visit and take the correct first step (internal reporting process) without needing to consult guidance.

    Starting knowledge level: Most have heard of safeguarding but have had no formal training. Some will have completed a generic online module 3+ years ago. Treat as novice-to-aware.

    Tone: Professional but warm. Not legal or clinical. Should feel like a knowledgeable colleague explaining something important, not a policy document.

    Sector and context: Social housing. Learners visit properties, handle repairs and rent arrears, and have ongoing relationships with tenants. Examples should reflect these contexts.

    Duration: 25-30 minutes for primary module. A 10-minute refresher will be needed 6 months later.

    Exclusions: Do not cover the assessment process - that's for social workers. Do not cover legal frameworks in detail - a brief reference to the Care Act is sufficient.

    Assessment: Three scenario-based decision questions (not knowledge questions). Each scenario should present a realistic housing visit situation. Pass mark 100% - learners must attempt wrong answer to see the feedback.


    Common brief mistakes

    Writing objectives, not outcomes. "The learner will understand the principles of X" is an objective. "The learner will be able to do Y in situation Z" is an outcome. AI tools generate much better content when they know what the learner needs to do, not just what they need to know.

    Being vague about the audience

    "All staff" is not an audience. It's an instruction to produce generic content that applies to no one specifically. Even if a course does need to reach everyone, write the brief for the specific group who need it most - the content will be stronger for it, and it will still be appropriate for everyone else.

    Skipping the exclusions field

    AI tools will fill gaps in your brief with reasonable assumptions. Without guidance, they'll include background, context, and tangential information that makes a 20-minute course feel like 40 minutes. Telling the tool what not to include is as valuable as telling it what to include.

    Leaving tone unspecified

    Without a tone instruction, most AI tools default to a neutral corporate register. That's fine for some audiences and completely wrong for others. Specifying "conversational, slightly informal, second-person throughout" or "formal, evidence-based, third-person references to the learner's role" makes a significant difference to the output.


    CourseAgent uses your brief to guide every AI decision in the build

    Audience, tone, sector, knowledge level, and learning outcome all feed directly into how CourseAgent generates content - so the brief does the heavy lifting. Try it free.

    Try CourseAgent free


    How CourseAgent uses your brief

    In CourseAgent, the course parameters you set at the start of a build - audience, knowledge level, sector, tone, language, and geographic focus - function as a persistent brief that informs every AI generation decision throughout the course. You set them once and they apply automatically to every section, every scenario, and every quiz question generated in that course.

    This means you don't need to re-explain the context every time you generate a new section. The cultural intelligence and sector-focus settings ensure that examples, language, and scenarios reflect the specific context you've defined - so a course for a healthcare audience in the UK will feel demonstrably different from a course on the same topic for a retail audience in Australia, without you having to manually adjust each section.

    The short version

    A good course brief is one page. It specifies the audience precisely, defines one clear behavioural outcome, states the starting knowledge level, sets the tone, identifies the sector context, gives a target duration, names what to exclude, and describes the assessment approach. It takes 20 minutes to write and dramatically improves every output that follows. The brief is not preparation for the course build - it is the most important step in it.

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