Prototyping is a strong entry point for AI learning. It gives teams a hands-on way to test ideas without needing deep technical expertise.

AI prototyping kit
Atlassian AI Builders Week curriculum
Take what's relevant and make it your own.
What is it?
Prototyping helped our teams take a practical first step with AI-powered tools at Atlassian.
The AI prototyping kit helps participants build on-brand prototypes to test ideas without deep technical expertise. We use Atlassian's kit, but you can use your own materials so teams build in line with your brand and style.
Why it matters
Faster to first demo
Duplicate, pick screens, paste a prompt — you're testing in minutes, not days.
Higher code quality
Templates already pass Atlassian Frontend Monorepo checks; cleaner handoff to engineering.
Consistent ADS UI
Common patterns (e.g., Rovo chat, create button, inline search) look and feel like Atlassian products.
Works where you work
Same template set in Figma Make, Replit, and local dev tools (Cursor/VS Code/Devbox).
Easier multi-screen flows
Pre-linked screens and interactions to tell a believable story.
Choose your path
From no code to low code — pick the tool that fits your workflow.
Figma Make
No codeBest for quick flows, stakeholder reviews, and early research.
Replit
Low setupBrowser-based code prototype with the wizard; great for demos and usability tests.
Prototyping Sandbox
Low codeFast iteration with the latest design system components preconfigured — best for complex builds and generating hand-off specs.
Cursor / VS Code / Devbox
Low codeIdeal when you'll iterate with engineers or publish a shareable link.
What you'll get
Starter screens for common Atlassian patterns (nav, tables, search, creation flows, Rovo chat).
Pre-wired interactions across multiple screens so user journeys feel authentic.
Cleaned, ADS-compliant code when using Replit or local dev options — easier for engineers to extend.
Best practices for non-technical teams
Begin with the story
Write the top 3 tasks your user must complete; select only the screens needed for those tasks.
Keep scope tight
Fewer screens -> faster wizard run, quicker testing, clearer feedback.
Use real copy
Replace lorem ipsum with realistic labels and messages to reduce ambiguity in research.
Review with engineering early
Share your Replit or published link so they can plan feasibility and effort.