x3allamerican/ai-program-skills - Page 2

course-product-roadmap

Use when planning multiple courses over time. Roadmap = sequence of courses + how they connect.

course-recording-workflow

Use when planning recording sessions. Recording workflow saves hours.

course-validation-and-mvp

Use when validating course before full build. MVP = minimum viable product. Validates demand before investment.

day-one-experience-design

Use when designing onboarding moment. First 24 hours predict completion + advocacy.

deliberate-practice-and-feedback

Use when designing skills practice. Deliberate practice + immediate feedback = mastery.

differentiation-and-moat-building

Use when establishing competitive moat. Differentiation = what makes your course harder to copy.

digital-product-protection

Use when preventing piracy/sharing of course content. DRM + watermarking + access control.

drip-content-strategy

Use when releasing content over time. Drip = controlled release vs all-at-once.

evergreen-launch-conversion

Use when running evergreen launches. Evergreen = automated, always-on funnel.

exit-competency-framework

Use when defining course completion criteria. Exit competencies = what student can do at end.

founding-member-tier

Use when launching new course. Founding member = first cohort with special pricing + access.

free-vs-paid-content-strategy

Use when balancing free + paid content. Free content drives audience; paid drives revenue.

freemium-vs-trial-strategy

Use when deciding entry path. Freemium = perpetual free tier; trial = time-limited full access.

guest-experts-and-fireside-chats

Use when adding industry voices to cohort. Guest experts = thought leaders, industry insiders.

hands-on-prompting-exercises

Use when teaching prompt engineering. Hands-on practice = effective learning.

instructor-agreements-and-collaboration

Use when working with co-instructors. Agreements define roles, compensation, ownership.

launch-debrief-and-iteration

Use when reviewing launch performance. Debrief = learn for next launch.

learner-personas-and-paths

Use when designing for diverse learners. Personas = key archetypes; paths = customized routes.

learning-objective-writing

Use when writing per-lesson learning objectives. Objectives = measurable per-lesson outcomes.

lesson-template-design

Use when standardizing lesson format. Template ensures consistent quality + experience.

module-decomposition

Use when breaking content into manageable units. Module = self-contained unit with clear topic + objectives.

money-back-guarantee-design

Use when designing course refund policy. Guarantee is a sales tool + risk management.

multi-modal-content-delivery

Use when designing course content formats. Multi-modal = video + text + audio + interactive.

near-vs-far-transfer

Use when designing exercises. Transfer = applying learning to new situations.

net-promoter-score-and-nps-flywheel

Use when measuring customer advocacy. NPS = leading indicator of growth.

nps-and-cohort-feedback

Use when measuring cohort satisfaction. NPS = net promoter score. Detailed feedback = improvement.

office-hours-and-q-and-a

Use when providing direct instructor access. Office hours = real-time support; Q&A = async.

outcome-first-design

Use when starting curriculum design. Outcome-first = backwards from end goal, not forwards from content.

paid-traffic-test-launch

Use when accelerating launch via paid ads. Paid traffic = controllable demand.

partner-cross-launch

Use when launching with a partner. Cross-launch = joint launch with another brand.

partnership-and-cross-promotion

Use when launching with partner audiences. Partnership = mutually beneficial cross-promotion.

payment-plans-and-installments

Use when offering payment flexibility. Plans = lower barrier; one-time = full commitment.

payment-processing-economics

Use when managing payment infrastructure. Processing fees + chargebacks add up.

peer-review-systems

Use when adding peer review to courses. Peer review = students evaluate each other's work.

post-launch-onboarding

Use when welcoming new customers. Onboarding = critical period for customer success + retention.

pre-launch-content-series

Use when warming audience pre-launch. Content series = anticipation + value.

price-testing-and-elasticity

Use when optimizing course price. Price testing = experiment to find optimal price point.

product-lifecycle-management

Use when managing courses over time. Course lifecycle = launch → growth → maturity → refresh or retire.

rag-over-course-content

Use when building AI assistant for course-specific knowledge. RAG = retrieve relevant content + generate response.

recurring-vs-one-time-pricing

Use when choosing pricing model. Recurring = subscription; one-time = lifetime access. Each has implications.