AI Native Course
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Module 08 · ~40 min · Tools

AI Toolbox — The Right Tool for Every Job

The AI tool landscape moves fast and the choices are overwhelming. This module maps the tools that actually matter for product, growth, design, and engineering roles — with a deep dive on Cursor as the highest-leverage AI coding tool for non-engineers who want to build real PoCs.

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1. The AI tool landscape (mapped by job to be done)

Thinking & Writing

ToolBest forUse it for
Claude (Anthropic)PM, Growth, DesignerResearch synthesis, long briefs, structured analysis, nuanced copy, complex instructions
ChatGPT / GPT-4o (OpenAI)All rolesBrainstorming, quick tasks, image analysis, breadth of capability
Gemini (Google)All rolesGoogle Workspace tasks, real-time web search, data in Sheets
PerplexityAll rolesResearch with live citations — replaces many search queries
Notion AIPM, Growth, DesignerSynthesising notes, drafting docs, querying your existing knowledge base

Building & Coding

ToolBest forUse it for
CursorEngineer, PM (PoCs)AI-native code editor — pair programming, PoC building, codebase understanding
v0 by VercelDesigner, PMGenerate React UI components from text descriptions — no coding required
LovablePM, DesignerFull-stack app generation from prompts — what this course was built with
Replit AIEngineer, PMBrowser-based coding + AI — fast PoC deployment without local setup
GitHub CopilotEngineerIn-editor code completion — the industry standard for engineers

Automation & Agents

ToolBest forUse it for
n8nPM, Growth, EngineerVisual workflow automation — triggers, AI steps, tool connections
Make (Integromat)PM, GrowthSimilar to n8n — strong on SaaS integrations
ZapierAll rolesSimplest automation tool — lower ceiling but fast to set up
LangChainEngineerFramework for building multi-step AI agents in Python/JS
CrewAIEngineerMulti-agent orchestration — agents that collaborate on complex tasks

Design & Visual

ToolBest forUse it for
Figma AIDesigner, PMDesign suggestions, copy generation, auto-layout within Figma
Canva AIAll rolesQuick visual creation, presentation design, social assets
Midjourney / DALL·EDesigner, PMImage generation for mockups, concept visuals, presentations
Framer AIDesigner, PMAI-generated websites and landing pages — design + publish in one tool

Research & Analysis

ToolBest forUse it for
PerplexityAll rolesResearch with cited sources — great for market research, competitor analysis
ElicitPM, GrowthAI-powered literature and research synthesis
Rows AIGrowth, PMAI-powered spreadsheets — query your data in plain English
PostHog AIGrowth, EngineerAI-assisted product analytics

2. Cursor: A PM's Guide to AI-Powered Prototyping

What is Cursor? Cursor is a code editor (built on VS Code) with AI deeply integrated throughout. Unlike GitHub Copilot which completes code as you type, Cursor lets you have full conversations with your codebase — you can ask it to build features, explain code, fix bugs, and generate entire applications from a description.

For a non-engineer, Cursor is the tool that makes "I'll build a quick prototype" actually possible — without needing to understand every line of code you're working with.

Why Cursor vs v0 or Lovable?

Cursorv0Lovable
Best forFull apps, complex PoCs, working with existing codeReact components, UI snippetsFull-stack apps from scratch
RequiresBasic comfort with files and a terminalNoneNone
OutputRuns locally, fully customisableComponent code to pasteHosted app
AI depthDeepest — full codebase understandingUI-focusedApp-focused
Learning curveMediumLowLow

Use Cursor when: you want to build something more complex than a UI component but don't want to fully hand over control to an app generator. Great for: data dashboards, multi-step flows, PoCs that connect to a real API.

Getting started with Cursor (non-engineer path)

  • Step 1 — Install Cursor. Download from cursor.com. It looks like VS Code. If you've never opened a code editor, that's fine — you'll be using the AI chat panel more than the code itself.
  • Step 2 — Start a new project with AI. Open Cursor, press Cmd+Shift+P → "New File". Then open the AI chat panel (Cmd+L). Type: "Create a simple HTML and JavaScript app that [describe what you want to build]. Make it self-contained in one file. Use Tailwind CSS from a CDN." Cursor will generate the full file.
  • Step 3 — Iterate in plain English. Don't edit the code manually. Instead, select the part that's wrong, press Cmd+K, and tell Cursor what to change: "Make this button green", "Add a second step to this flow", "The table isn't showing — fix it." Cursor edits the code based on your instruction.
  • Step 4 — Preview your PoC. Open the generated HTML file in a browser. That's your prototype. For more complex apps, Cursor can run a local server — ask it: "How do I preview this?" and follow the instructions.
  • Step 5 — Explain code you didn't write. If you receive a codebase from an engineer, open it in Cursor and ask: "Explain what this file does", "Where does the sign-up flow start?", "What would break if I changed this value?" — Cursor answers in plain English.

Practical PoC examples for PMs with Cursor

  • "Build a simple A/B test calculator — inputs: control conversion rate, variant conversion rate, sample size. Output: statistical significance and recommendation."
  • "Build a one-page onboarding flow mockup with 3 steps, a progress bar, and a completion screen."
  • "Build a dashboard that reads from this CSV and shows a bar chart of sign-ups by week."
  • "Build a prototype of a referral page with an invite input, a copy-link button, and a counter showing how many friends have been invited."

What Cursor can't do for non-engineers

  • Deploy to a real URL without some engineering help (use Lovable or v0 for that)
  • Connect to your production database (use it for PoCs, not production code)
  • Replace a real engineer for anything that ships to users
The PM Cursor workflow in one sentence: describe what you want to build in plain English → iterate in plain English → open in browser → show stakeholders.

3. Choosing your personal AI stack

Your role-specific stack recommendation appears below ↓

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