Education

College instructor

Changing

AI speeds up literature reviews and the preparation of lectures and assignments. Scholarly thinking, mentoring and checking the integrity of student work stay with the instructor.

  • 6 lessons
  • 6 tools
  • 3 resources
  • Checked: October 2026

Where this job sits on the map

In the same group: 78 of 100 professions.

What changes

  1. Literature reviews and lecture prep take less time

  2. Students write papers with AI, so assignments and assessment are changing: more oral defenses and in-class work

  3. References need checking: AI can cite articles that don't exist

AI drafts, the person decides

How the work splits here: AI prepares a draft, the person checks it and makes the call.

AI makes the draft

What AI does

  • A search for papers on a topic, with short summaries and links
  • A draft course outline, lecture or slides
  • A bank of exam questions at different difficulty levels
  • A table comparing different authors' approaches
You check itRead it, check the facts, fix it. Without this check the draft goes nowhere.
You decide and stay responsible

What stays with the person

  • Your own research and scholarly position
  • Mentoring and supervising student work
  • Final grades and checking academic integrity
  • Checking every reference and quotation

What to learn first

6 lessons from the course, in order. Start with the first one.

  1. Your first 30 minutes with AI: where to startStarting from zeroYour first 30 minutes with AI: sign up, ask three questions, try seven everyday tasks, learn what never to share and which plan to pick.Start here
  2. How to write a good promptUserHow to give AI a task: the five parts of a good prompt, Plan Mode, and how to refine an answer instead of starting over.
  3. AI ethics and safety: hallucinations, attacks, biasUserHallucinations, prompt injection, bias, privacy and copyright: how not to trust AI blindly.
  4. AI presentations with Gamma, Beautiful.ai and ClaudeUserPresentations with AI: Gamma, Beautiful.ai, python-pptx and how to structure a pitch deck in Claude.
  5. Obsidian as a second brain for the AI eraConfident userObsidian as a knowledge base for Claude: folder structure, Hot Cache, plugins and connecting your vault.
  6. RAG: Retrieval Augmented GenerationBuilderRAG: how to teach Claude to answer from your own documents using embeddings and a vector database.

Which tools to use

  • AI research assistant for scientific papers: search, data tables and literature reviews.

    Freemium
  • Search scientific papers: get answers with links to the studies, plus Deep Search reviews.

    Freemium
  • Formerly NotebookLM: upload documents, links and videos and get cited answers based on them.

    Freemium
  • AI search with sources: answers with links, Deep Research and the Comet browser.

    Freemium
  • An AI assistant for long documents, analysis and code, with Claude Code and Cowork on paid plans.

    Freemium
  • Presentations, documents and sites from text; Gamma Agent edits a whole deck on request.

    Freemium

Ready-to-use materials

  • Assess the risk, spot the signs of a made-up answer and run a 5-minute check before you act on what AI says.

    Free
  • A long document boiled down to the gist, key points with page references, numbers and deadlines, and questions for the author.

    Free
  • Go through an AI answer claim by claim: what's right, what's doubtful, where it's wrong and what to check at the source.

    Free

How to earn with AI

We don't promise income: results depend on your niche, your market and your work.

  • Job

    Prepare courses faster and spend the time you free up on research and students.

  • Service

    Workshops for colleagues and graduate students: how to work with the research literature using AI without falling for made-up references.

  • Product

    An open online course or a study guide for your subject, built from your lectures with AI's help. Check your institution's policy on course materials first.

Similar professions

Checked: October 2026