Facilitator guides take a long time to write. Timings, talking points, activity instructions, debrief questions and slide notes all have to line up. AI can draft much of this quickly, which makes it tempting to cut the slowest step: review by subject matter experts.
The problem
Instructional design teams using AI tend to hit three problems.
Confident but shallow content. The model writes plausible talking points on any topic. Errors in technical or regulated content are hard for a non-expert to spot.
SMEs become the bottleneck. Faster drafting sends more material to the same experts, who now review more pages in the same time.
Guides drift from the course. When the guide, slides and participant materials are drafted separately, they stop matching.
The solution
Put the SME at the start of the process, as well as the end. When the expert's knowledge goes into the AI's input, the draft needs less correction and the review gets shorter.
The approach
Capture the SME first. A 30-minute recorded conversation on the module's key points, common learner mistakes and examples. A transcript of that call is the AI's primary source.
Fix the guide's template. Section order, timing format, activity layout and debrief structure stay the same in every guide. The prompt includes the template and one finished example.
Draft from the learning objectives. Each section of the guide maps to an objective. Content that serves no objective comes out.
Mark what needs expert eyes. The designer highlights every factual or technical claim before sending to the SME. The SME reviews the highlights, not the whole guide.
Check alignment last. Compare guide, slides and participant materials for matching terms, timings and activity names.
This keeps SME review intact and makes it shorter. The expert checks what matters and leaves formatting and flow to the designer.
Where we fit. Reliable AI Workflows (Programme 02) builds this kind of workflow around your own course templates and review process. Book a discovery call.