Create a complete training program for [AUDIENCE] on [TRAINING TOPIC]. The program must support this business need: [BUSINESS NEED]. Follow these relevant company rules, policies, or compliance requirements: [POLICY REQUIREMENTS]. It will be delivered through [DELIVERY FORMAT] and learners have this time available: [TIME AVAILABLE]. Start by stating the training goal and 3-5 observable learning objectives using action verbs. Do not confuse attendance with competence. Then produce: 1. A learner profile: assumed knowledge, likely barriers, accessibility needs to consider, and what must not be assumed about employees. 2. A module plan in a table with module title, objective, duration, teaching method, activity or practice, materials, and evidence of learning. Put the most safety-, compliance-, or customer-critical skill before less consequential background material.
3. A facilitator guide for each module: opening, explanation, worked example, practice instructions, debrief questions, and common misconceptions to correct. 4. A fair assessment plan with a knowledge check and a job-realistic demonstration or scenario. Include a scoring rubric with observable pass criteria, retake approach, and how to document completion consistently. 5. A rollout checklist covering trainer readiness, access to materials, manager communication, attendance tracking, accommodations, feedback collection, and a 30-day reinforcement step. Use plain workplace language. Separate required policy content from recommended local practices. Do not invent company rules, legal obligations, systems, metrics, or source material. If a policy requirement is incomplete or ambiguous, flag it rather than filling the gap. Before answering, check that every learning objective is taught and assessed, and check that no assessment criterion depends on unstated knowledge or subjective traits. Ask up to 3 clarifying questions only if a required input is missing.
Fill in
| Placeholder | What to enter | Example |
|---|---|---|
| [AUDIENCE] | State the employees or managers who will take the training and their current experience level. | New customer-support specialists in their first 60 days; no prior experience with our ticketing system. |
| [TRAINING TOPIC] | Enter the skill, process, system, or policy the program covers. | Handling customer data and verifying account ownership before discussing an order. |
| [BUSINESS NEED] | Explain the operational problem, change, risk, or performance outcome the training must address. | Reduce incorrect disclosures and make escalation decisions consistent across the support team. |
| [POLICY REQUIREMENTS] | Paste the relevant policy, compliance rules, approved procedures, or constraints. | Agents may verify using order number plus billing ZIP or the last four digits of the phone number. Never read full payment details. Escalate suspected account takeover to Security. |
| [DELIVERY FORMAT] | Describe how the training will be delivered, such as live workshop, e-learning, or blended learning. | A 90-minute live virtual workshop followed by a 20-minute self-paced practice exercise. |
| [TIME AVAILABLE] | Enter the total learner time and any scheduling limits. | Two hours total, delivered during the first week of onboarding. |
How to use
- Paste the prompt into your AI tool and replace every bracketed field with the actual audience, policy text, and time limit.
- Compare the module table against the policy source and remove any rule that is not approved or documented.
- Check that role-play and scoring criteria reflect real decisions learners will make, not trivia about the policy.
- Follow up with: "Turn Module 2 into a 10-minute facilitator script and three scored practice scenarios using only the policy text above."
Variations
Manager briefing
Use this when managers need a short implementation brief rather than a learner program.
Write a manager briefing for [MANAGER AUDIENCE] about the rollout of [TRAINING TOPIC]. Use these approved requirements: [POLICY TEXT]. Produce a one-page brief with the reason for training, who must attend, manager actions before and after training, expected on-the-job behaviors, escalation route, and a short FAQ. Distinguish mandatory requirements from coaching suggestions. Do not add policy terms not present in the source. Flag any owner, deadline, or attendance rule that has not been provided.
Microlearning series
Use this when employees need short lessons delivered over several days.
Design a [NUMBER]-part microlearning series for [AUDIENCE] on [TOPIC], based only on [APPROVED CONTENT]. Each lesson must take no more than [MINUTES] minutes and include one concrete decision, one example, one retrieval question, and one job reminder. Return a schedule table plus the learner copy for each lesson. Sequence lessons from highest-risk behavior to supporting knowledge. Check that every question can be answered from the approved content; do not invent scenarios that change policy meaning.
Training evaluation
Use this after delivery to measure whether the program changed work behavior.
Create a training evaluation plan for [PROGRAM NAME] for [AUDIENCE]. The program aims to improve [TARGET BEHAVIOR] and is constrained by [DATA LIMITS]. Produce measures at reaction, learning, behavior, and business-result levels; name the data source, owner, collection timing, and interpretation risk for each. Include a short learner survey and manager observation checklist. Do not claim causation from completion data alone. Flag measures that would require unavailable baseline data or access to sensitive employee information.
Tips
- Write objectives as observed work, such as “select the correct escalation path,” rather than “understand escalation.”
- Use a scenario assessment when the job requires judgment; a multiple-choice quiz alone cannot show that someone can perform a handoff or safety procedure.
- Keep policy text verbatim in a source section and label trainer examples separately, so a helpful example does not become an unofficial rule.
- Build reinforcement into the manager routine, such as a sampled quality review after 30 days, instead of treating completion as the endpoint.
FAQ
Can AI create compliance training from a policy document?
It can organize approved policy text into instruction and practice. Have the policy owner review the result, especially for regulated, safety, privacy, or employment topics.
How long should a training program be?
Use the shortest format that lets learners practice the required job behavior and show they can do it. Time spent on context should not crowd out practice and feedback.
Should every learner take the same assessment?
Use the same observable pass criteria for comparable roles. Different job contexts can use different scenarios if they test the same required decisions.