AWS Prompt Library
A library of ready-to-use prompts you can copy, customize, and run, used by startups to build AWS architecture in seconds.
Key Takeaway:
Tag-based browsing + difficulty levels = easy discovery
Prompts and Play
Brief
How can Designers speed up workflows?
Heres the question we were presented with when we were trying to understand what kind of tools might help make the design process faster without using AI
Overview
What if a prompt library could make the design process 10X faster?
AI tools were already in use across research, competitor analysis, synthesis, personas, journeys and accessibility work, but the prompts behind them lived in scattered docs and chat history, rewritten from scratch each time.
All the design tools used in the design process currently
ExploreBuildTest
ResearchIdeateDesignPrototypeValidate
Perplexity
Dovetail
Claude
Miro
Midjourney
Whimsical
Figma
Stitch
Uizard
Framer
Lovable
v0
Maze
UserTesting
HotjarThe only thing in common for all these is prompting
Context
What are prompt libraries currently looking like?
We looked at how the leading AI platforms organize and share prompts.
Microsoft Copilot Prompt Gallery
300+ ready-to-use prompts for Word, Excel, PowerPoint, Outlook, and Teams, organized by function and task, with placeholders you swap for your own context.
Key Takeaway:
300+ prompts organized by product = scale + accessibility
Google Gemini Prompt Gallery
Prompts for audio, video, marketing, coding, and math that show an example output first, so you can customize and run them directly.
Key Takeaway:
Preview any prompt's output before you run it, then customize and launch it in Google AI Studio.
Amazon Bedrock Prompt Management
Build prompts with fill-in variables, A/B test versions, roll back if one fails, and deploy the winner straight into your app via API.
Key Takeaway:
Variables + variants + version control = production-ready prompts
Problem
The Difference Lies in the Prompt
Small changes in prompt quality can dramatically impact the relevance, accuracy and usefulness of AI-generated outputs.
Detailed Prompt
This screen was generated from a structured prompt defining business rules, UI design, interactions, and output requirements.
Vague Prompt
This screen was generated from a single prompt without structure or guidance.
Problem
The Tool is half the problem
The same prompt can produce very different results across AI tools.
Insights
Here’s what we understood from our research
Browsing, previewing, and versioning are three stages, and most libraries stop at one.
The same prompt gives very different results across tools, so the tool matters as much as the wording.
Every one is tied to a single vendor, and that gap is our opportunity.
Here’s the Prompt Library
So here we tried to make the library as intuitive as possible for any user.
The basic logic of the prompt was pretty simple
All you have to do is Cut, Copy and Paste
Design problem
Designers waste time finding and rewriting prompts for every project.
Design decision
Kept it to three steps: Pick, Customize, Copy, so you get a usable prompt in seconds.
What I did
Built a workflow-based library where you pick a prompt, fill in variables, and copy it.
But we wanted to put it on another level
We decided to make prompts that are custom for workflows
Design problem
Designers don’t know which prompt to use at each stage of their work.
What I did
Added a six-step workflow bar that filters prompts by design stage.
Design decision
Prompts follow the design process, so choosing a step shows the right ones.
But we knew tool enabled customisation is just as important
So we made sure you can customise according to tool, token and task
Design problem
AI tools need prompts written differently, and designers can’t tell what to change or what it costs.
What I did
Added an “Optimize for ChatGPT” panel with token estimates and one-click enhancements.
Design decision
Changes are visible and reversible, so designers see exactly what was added.
But what if I want to share my workflow with someone?
Save prompts into collections and reuse them with your team
Design problem
Useful prompts get lost, so designers keep rebuilding them for every project.
What I did
Added Save to keep a prompt in a workspace, with collections you can create, add to and copy.
Design decision
Saved prompts stay grouped and ready to reuse.
And… I want my own prompts added here?
Personal prompts stay apart from the official library
Design problem
Official prompts don’t fit everyone’s work, and designers can’t change them.
What I did
Added My Prompt Library, where you duplicate a prompt, edit it with version history, or create your own.
Design decision
Personal prompts can be adapted freely without changing the originals.