x3allamerican/ai-program-skills

4-week-launch-playbook

Use when launching a course. 4-week playbook = pre-launch + launch + close + post-launch.

accountability-pods-and-buddies

Use when adding accountability to cohort. Pods/buddies = small-group support within larger cohort.

adult-learning-principles

Use when designing course content. Adult learners (andragogy) differ from children (pedagogy).

advocacy-and-referral-programs

Use when leveraging existing customers for growth. Referral = customer-driven acquisition.

affiliate-marketplace-and-partner-deals

Use when building affiliate network for courses. Affiliate = pays for performance.

ai-automated-grading

Use when scaling grading. AI grading = consistent + fast + scalable.

ai-coauthor-and-content-acceleration

Use when scaling course content creation. AI co-author = drafts, edits, iterations.

ai-cohort-mate-and-peer-discussion

Use when supplementing peer interaction with AI. AI 'cohort mate' simulates peer discussion.

ai-office-hours-and-async-support

Use when scaling support beyond instructor capacity. AI handles 70-80% of routine questions.

ai-personalized-feedback

Use when adding AI feedback to courses. AI provides personalized feedback at scale.

ai-quiz-generation

Use when scaling quiz production. AI generates quizzes from lesson content.

ai-summary-and-content-generation

Use when AI generates supplementary materials. AI summaries + supporting content scale course offerings.

ai-tutor-and-conversational-agents

Use when adding AI tutoring. AI tutor = on-demand conversational learning support.

ai-voiceover-and-tts

Use when creating voiceover content. AI voiceover = scalable, consistent, no recording session.

alumni-events-and-reunions

Use when keeping alumni engaged. Alumni events = lifetime relationship building.

alumni-mentor-program

Use when building alumni community structure. Mentor program = alumni teach new students.

alumni-network-design

Use when building lasting community. Alumni = lifetime customers + advocates.

anchor-and-decoy-pricing

Use when designing pricing tiers. Anchor + decoy = psychological pricing that improves conversion.

anniversary-lifts-and-renewals

Use when retaining annual subscribers. Anniversary = decision moment for renewal.

arcs-motivation-model

Use when designing course motivation. ARCS = Attention, Relevance, Confidence, Satisfaction.

assessment-design

Use when designing course assessments. Assessment = measure of mastery, not punishment.

attendance-norms-and-completion

Use when setting cohort participation expectations. Norms = explicit rules; completion = measurable outcome.

bloom-taxonomy-application

Use when classifying learning objectives. Bloom's = hierarchy of cognitive skills.

bundling-and-package-design

Use when packaging multiple offerings. Bundles increase perceived value + ARPU.

capstone-project-design

Use when designing course finales. Capstone = culminating project demonstrating mastery.

captioning-and-accessibility

Use when making courses accessible. Captioning + accessibility = wider audience + legal compliance.

certification-as-retention-driver

Use when adding certification to course. Certification = retention + completion incentive.

certification-tier-design

Use when adding credentialing to courses. Certification adds prestige + commercial value to course completion.

churn-diagnosis-and-prevention

Use when customers leaving. Churn analysis reveals patterns; prevention saves revenue.

cogs-and-gross-margin

Use when analyzing course economics. COGS = cost of delivering each sale. Gross margin = remaining for profit + reinvestment.

cohort-length-and-cadence

Use when designing cohort programs. Length affects intensity, completion, price.

cohort-vs-evergreen-comparison

Use when choosing cohort or evergreen model. Trade-offs in revenue + intensity.

cohort-vs-self-paced

Use when choosing course format. Cohort = group + schedule; self-paced = individual + flexible.

content-licensing-and-distribution

Use when expanding course distribution. Licensing = let others teach your content (revenue share or flat fee).

content-reinvestment

Use when keeping course content current. Reinvestment = updates, new lessons, refresh.

course-business-model-stack

Use when modeling course business holistically. Stack = layers of revenue streams.

course-completion-and-binge-design

Use when designing for completion. Completion drives outcomes, advocacy, retention.

course-distribution-and-cdn

Use when delivering course content efficiently. CDN = global content distribution.

course-platform-selection

Use when choosing where to host course. Platforms vary on price, features, customization.

course-product-positioning

Use when positioning a course in the market. Positioning = how your course differs from alternatives.