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AI for product managers

Judge what AI can and cannot do for your product, scope an AI feature, and plan how you will test it before launch.

Learn the concepts well enough to ask good questions, see how agents and generative apps are built, then learn how teams evaluate and operate them.

intermediate11 stepsabout 12 h 53 min of listed material

Foundations

What you need to know before you build.

  1. Infrato courseAI for Everyone25 min

    The concepts in plain language, so you can ask better questions of your team.

  2. Google · Course
    Google AI Essentials
    Price not listed

    A short beginner course on AI basics.

  3. Microsoft · Course
    Explore the business value of generative AI solutions
    beginnerFree62 min

    Where generative AI creates business value.

  4. Infrato courseFrame the Task: Turn Work into an AI Workflow55 min

    Break a piece of work into steps, write the test for a good result, and start with the simplest version.

Build

Make the thing.

  1. Microsoft · Course
    Generative AI for Beginners
    beginnerFree

    What a generative AI application is made of, lesson by lesson.

  2. Microsoft · Course
    AI Agents for Beginners
    beginnerFree

    What agents are and how they are built.

  3. Infrato courseAI for Product Managers61 min

    Scope an AI feature, name what could go wrong, and test it before you decide.

  4. Infrato courseCheck the Output: Evaluate What AI Gives You55 min

    Why AI gives plausible wrong answers, and how to build a small repeatable check for one you rely on.

Extend

Check it, harden it, go further.

  1. Microsoft Azure · Course
    Evaluate generative AI applications
    beginnerFree96 min

    How teams evaluate a generative AI app before launch.

  2. Microsoft Azure · Course
    Operationalize generative AI applications (GenAIOps)
    intermediateFree364 min

    What running a generative AI app in production involves.

  3. Infrato courseDelegate to AI Agents Without Losing Control55 min

    What changes when an AI can act: access, approvals, hidden instructions and an action record.

Tools to try

Products from each vendor’s own site, listed by name and link only. We have not tested them, they are not endorsements, and we are not affiliated with the vendors. Prices and features change, so check the vendor’s page.

There are more by what you use them for: AI tools worth learning.

Agents and MCP servers for this role

An MCP server runs code with your accounts and can act in them. Read what each one can reach, and which credentials it asks for, before you connect it. These are picked from our directories by hand, not ranked, and are not endorsements.

MCP servers

  • mcp-notion-server

    Connects an assistant to Notion.

    Reaches: notion. Asks for: NOTION_API_TOKEN.

  • google-calendar-mcp

    Manage Google Calendar events from an assistant.

    Reaches: google, googlecalendar. Asks for: GOOGLE_OAUTH_CREDENTIALS, GOOGLE_SERVICE_ACCOUNT_KEY.

  • cursor-talk-to-figma-mcp

    Lets an AI agent work with Figma designs.

    Reaches: figma. No credentials listed.

  • google_workspace_mcp

    Gmail, Calendar, Docs, Sheets and more from one server.

    Reaches: gmail, google, googlecalendar. Asks for: GOOGLE_OAUTH_CLIENT_SECRET.

Agent skills

  • research

    Investigates a question using high-trust primary sources.

  • doc-coauthoring

    A structured workflow for co-writing documents.

Your project

Scope an AI feature with a test plan

Describe one AI feature for a product you know. Write ten test questions with the answers you expect, run them against an AI assistant, and write what you would ship, fix or drop from the results.

The order and the notes are Infrato's own picks. The resources are made by their providers, open at their own sites, and can change; prices, levels and durations are the provider's. Infrato is not affiliated with the providers listed.