AI workflows for people
who make products.

31 real workflows from PMs, designers and researchers. Each one has steps, tools and a link to the original source.

PMprototyping

A PM's guide to building working prototypes with AI

Replace the PRD with a behavioral brief, generate an interactive prototype, iterate in the same environment, then hand engineering a tested prototype.

Replit
PMprototyping

Prototyping prompts that ship better MVPs

Plan first in Bolt Plan Mode or Lovable Chat Mode, then build one chunk at a time with precise design vocabulary.

BoltLovable
PMprototyping

Pick the right AI builder for a weekend prototype

The same project built four ways with v0, Lovable, Bolt and Cursor, plus a decision tree for which to use.

v0LovableBoltCursor
designerprototyping

Choosing your AI prototyping stack

A comparison of Lovable, v0, Bolt, Replit, Cursor and Magic Patterns for designers and PMs who prototype.

Lovablev0BoltReplitCursorMagic Patterns
PMprototyping

Prototype inside your real codebase and ship a PR

Plan with the AI, build on a branch of your actual product, preview in context, then turn the validated prototype into a pull request.

Builder.ioFigma
eng-designhandoff

Connect Figma to your coding agent with the remote MCP server

Set up Figma's hosted MCP server in Cursor, Claude Code, Codex or VS Code and generate code from selected frames.

FigmaCursorClaude CodeCodexVS Code
eng-designhandoff

Figma MCP best practices for accurate design to code

Structure files with components, variables and Code Connect so agents stop guessing, and trigger the right MCP tools.

FigmaCursor
eng-designhandoff

Custom rules for Figma to code implementation

A rules file that forces the agent to fetch context and a screenshot before coding and to reuse your design system tokens and components.

FigmaCursorClaude Code
designerhandoff

Cursor and Figma: read and write design context

Use the Figma MCP server in Cursor to read components and variables, generate code, and send live UI back to Figma as editable layers.

FigmaCursor
researchresearch synthesis

Two pass research synthesis with Claude Code

Code each transcript on its own, then cluster codes into themes so every theme keeps a participant ID and verbatim quote.

Claude Code
researchresearch synthesis

Queryable interview folders for traceable themes

One file per interview, a CLAUDE.md with integrity rules, themes with verbatim quotes, and a final verification pass.

Claude Code
PMresearch synthesis

Synthesize interviews into themes and a pain points doc

A Claude skill that turns transcripts into a synthesis report plus a separate problems-only document, with quote verification.

Claude Code
designerresearch synthesis

A UX designer's day with Claude Code

Daily routines for research synthesis, personas, usability analysis and design critique using Claude Code skills.

Claude Code
researchresearch synthesis

Research notes to a one-page findings report

Paste raw notes into Claude and get 3 to 5 themes with quotes, interpretation, implications and flagged contradictions.

Claude
PMspecs

PRD workshop, one section at a time

A gated prompt that builds a PRD section by section, labels gaps as assumptions or open questions, and ends with a self-critique.

ChatGPTClaude
PMspecs

PRD section loop with dependency order

A looped agent goal that drafts PRD sections in dependency order with sign-off per section, writing the executive summary last.

Claude Code
PMspecs

Write a PRD with AI as a thinking partner

Use @-mentioned context, Socratic questioning, parallel strategic options and sub-agent reviews before sharing a PRD.

Claude Code
PMspecs

Eight prompts for an AI-generated PRD

Copy-paste prompts for problem statement, user stories, scope, metrics, edge cases, risks and summary, plus a template.

ChatGPTClaude
design opsdesign ops

Design ops automation with Figma's agent

Run component audits, token consistency checks, bulk renames and layer cleanup with an agent inside the file.

Figma
design opshandoff

Generate specs and handoff notes in Figma

Prompt Figma's agent to write component specs, annotations and handoff notes from what is actually on the canvas.

Figma
designerprototyping

Let an agent build screens with your design system

Use the use_figma tool so an agent creates real frames, components, variants and variables in your file.

FigmaClaude CodeCursor
design opshandoff

Design system docs your coding agent can read

Spec Layer documents components and tokens on canvas and exports YAML and DTCG specs that a repo can pull via CLI.

FigmaSpec LayerCursorClaude
researchQA

AI-assisted usability testing

Use AI as a pre-review and analysis layer for usability sessions while keeping humans on validation.

Figma
eng-designQA

WCAG 2.2 AA gates with AI agents in CI

Pair automated accessibility checks with agent-run keyboard, focus and screen reader checks and human sign-off.

Claude CodePlaywright
PMdiscovery

50 practical Claude Code use cases

Non-coding uses of Claude Code collected from Lenny's community, many for PM work.

Claude Code
PMdiscovery

Triage customer feedback with traceable quotes

Batch-process feedback CSVs in Claude Code, require 3 supporting rows per theme, and keep row IDs and unclustered items.

Claude Code
PMdiscovery

Claude Code for product managers

Teresa Torres on research, writing, context libraries and a custom to-do system with Claude Code.

Claude Code
researchresearch synthesis

Feedback to Linear issues with Dovetail agents

Dovetail agent workflows turn tagged customer feedback into Linear issues with quotes and account context.

DovetailLinear
PMQA

Auto-triage issues with Linear Triage Intelligence

Linear suggests teams, assignees, labels, projects and duplicates for incoming issues from content and history.

Linear
PMdiscovery

Meeting notes and agents in Notion AI

Notion AI transcribes and summarizes meetings and runs agents for recurring work across connected apps.

Notion
PMspecs

Generate FigJam diagrams from Mermaid

The Figma MCP server's generate_diagram tool turns Mermaid from your agent into an editable FigJam diagram.

FigmaFigJamClaude Code