Learning path
Learning AI as a Product Analyst
Product analysts face growing data and faster decisions. This path shows you how to use AI to keep up without losing rigor.

Your path
Everything in the Product Analyst AI kit, in the order that makes sense. Members tick off each step and see their progress.
Set up your AI
We guide you through each click.
Let skills do your everyday tasks
Connect your apps and pick your AI apps
Hand whole tasks to AI agents
Build your own tools
Everything for product analysts
All the courses, certifications, AI tools, MCP servers and apps for product analysts, most relevant first. Open any list to see more.
Take the prompt courses
A short framework course to learn how to ask, then 9 lessons with ready-to-use prompts for product analysts.
Start with this framework: how to talk to AI
For a product analyst, RACE clarifies role, action, context, and expected quality when requesting a churn analysis with clear success metrics.
Then your prompt course for product analysts- 1Metric Definition Basics3 prompts
- 2Data Exploration & Behavior5 prompts
- 3Cohort & Segmentation3 prompts
- 4A/B Test Planning3 prompts
- 5A/B Test Analysis4 prompts
- 6Dashboards & KPI Monitoring3 prompts
- 7Insights Reports & Storytelling3 prompts
- 8Product Recommendations & Forecasts2 prompts
- 9Analyst Documentation & Requests2 prompts
Watch the video courses or add them to your Favorites for later
123 video courses our AI picked for product analysts, most useful first. Save the ones you want to watch later with the heart.
Favorites are saved to your account: sign in or get your AI kit first.
Show all 123 video courses
Get certified, or add certifications to your Favorites
Every course ends in an exam and a certificate you can add to LinkedIn. Save the certifications you are aiming for with the heart.
Favorites are saved to your account: sign in or get your AI kit first.
More certifications for product analystsShow all 24 certifications
Try the AI tools for product analysts
24 AI tools our AI matched to the work of product analysts, best fit first. Each review shows what it does, its alternatives and the jobs it suits.
Favorites are saved to your account: sign in or get your AI kit first.
Show all 24 AI tools
Connect your AI to the apps product analysts use
MCP servers let ChatGPT, Claude or Copilot look things up and get work done in other apps, like your email, calendar or bookkeeping software. These 12 fit the work of product analysts best, well-known apps first.
PostHog MCP server
by PostHogAsk your AI about your PostHog data and let it manage flags, experiments and errors for you.
AnalyticsDeveloper tools Official
BigQuery MCP server
by ergutAsk your AI questions in plain English and it reads your BigQuery data to answer them.
Redash MCP server
by seob717Ask your AI questions in plain English and it runs the SQL in Redash, then shows you the answer.
Snowflake MCP server
by YannBrrdLets your AI look up and query your Snowflake data, with read-only protection on by default.
Alkemi MCP server
by alkemi-aiAsk your AI questions about your Snowflake, BigQuery or Databricks data in plain English.
AnalyticsNo install
MCP Analytics server
by embeddedlayersAsk your AI to run real statistical analysis on your data and get back a chart-filled report you can cite.
AnalyticsNo installShow all 12 MCP servers
Metabase MCP server
by 1luvc0d3Ask your AI to explore Metabase dashboards, run safe SQL queries, and explain your data in plain words.
DataCharter MCP server
by datacharterLets your AI query your files and databases locally, with only the columns you allow and private details hidden.
Google Sheets MCP server
by freemaLets your AI read, write, and format your Google Sheets for you, right from the chat.
QueryWise MCP server
by kosminusAsk your AI questions about your SQLite, PostgreSQL, BigQuery or Databricks data in plain English.
Databricks Genie MCP server
by yashshingviAsk your Databricks data questions in plain English and get answers with SQL and tables back.
AIOProductOS MCP server
by AIOProductOSLets your AI read and update your product workspace: feedback, features, tasks, releases, and analytics.
Productivity OfficialBuild your own AI apps for product analysts
Apps you build yourself with your own AI, no coding needed and no monthly fee. Our AI picked the 11 that fit the work of product analysts.
Experiment design assistant
Pre-registered decision logic with explicit assumptions and measurement limits.
Experiment instrumentation readiness checker
Verify measurement prerequisites before an experiment starts.
Product analytics interpretation
Separates measured behavior from causal explanations requiring further evidence.
Feature discovery evidence notebook
Distinguish not knowing from not needing.
Evidence-backed web and product analytics workspace
Reduce tool sprawl and decision time while keeping behavior data under the client's own control.
Product experiment stopping-rule notebook
Preserve pre-agreed experiment decisions.
Show all 11 apps
Customer configuration complexity mapper
Connect configuration complexity to documented customer friction.
Product value realization experiment studio
Prioritize product changes against customer outcomes.
Subscription cancellation insights
Explains why customers leave without equating correlation with causation.
Conversion research service
Recommendations connect to observed customer problems and testable hypotheses.
Product feature operating-cost simulator
Evaluate product value after realistic operating costs.
About this learning path
6 topicsAI for Product Analysts: A Practical Learning Path
Product analysts are asked to do more with data every quarter. AI can help you move faster while keeping your analysis sound.
This learning path brings together the setup, the prompts, and the video lessons you need to use AI well in your daily work.
Why AI Matters Now
Product teams expect insights faster than ever. AI helps you explore data, test ideas, and share findings without cutting corners.
Analysts who use AI well can focus on the thinking that matters most: what the data means and what to do next.
What the Path Includes
You start with setup questions to get your AI tool ready. Then you connect your AI and learn the skills for your job inside it.
The path includes this prompt course, plus video courses picked for product analysts and the certifications that come with them.
How It Saves Time
You will learn to draft metrics, explore behavior, and plan experiments with AI as a partner. That means less time on repetitive tasks.
The prompts are designed for real analyst work, so you can get to a useful answer in fewer steps.
How It Protects Your Career
AI will not replace analysts who know how to use it. It will replace analysts who do not.
By learning these skills, you become the person who can guide AI, check its work, and keep the team focused on what matters.
How to Start
Begin with the setup questions to get your AI tool ready. Then work through the prompt course in order.
As you go, pick the video courses that match your current projects. Practice with your own data when you can.
Frequently asked questions
Do I need to be technical to use this path?
No. The path is designed for product analysts who work with data but may not write code. The prompts and lessons are plain and practical.How long does the learning path take?
You can go at your own pace. Most analysts finish the prompt course in a few sittings and then use the video courses as needed.Will AI replace product analysts?
AI changes the work, but it does not replace the judgment of a good analyst. This path helps you be the analyst who uses AI to do more.What if I use a different AI tool?
The prompts work with ChatGPT, Claude, Gemini, and similar tools. The ideas are the same even if the buttons look different.
























