AI in Human Work – Abilities, Applications, and Value Creation

Lesson 2: AI Applications in the Human World

Lesson Objectives

By the end of this lesson, students should be able to:

  • Identify practical AI applications by domain.
  • Separate durable workflow value from novelty use.
  • Choose applications that match student goals.

Lesson Content

AI is not one product category. It is a set of capabilities that can be applied to human work. Useful applications include:

  • Business operations: SOP drafts, customer response libraries, meeting synthesis, vendor comparisons, project briefs, onboarding checklists, risk registers.
  • Marketing and sales: audience research, offer testing, competitive analysis, landing-page drafts, objections, email sequences, campaign retrospectives.
  • Education and training: personalized study plans, practice questions, explanations at multiple levels, role-play tutoring, rubric-based feedback.
  • Creative production: scripts, storyboards, visual concepts, voiceover planning, asset checklists, creative briefs, content calendars.
  • Research and analysis: source triage, literature maps, claim extraction, comparison tables, data summaries, decision memos.
  • Software and automation: requirements, test plans, code review, bug isolation, documentation, scripts, integrations, agent prototypes.
  • Personal productivity: planning, habit systems, financial organization support, document drafting, travel planning, complex decision framing.

A payable tutorial does not say "AI can help with marketing." It teaches a repeatable workflow: input materials, prompt sequence, quality criteria, failure recovery, final artifact, and proof that the result is useful.

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