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SortLab

Live Demo

https://sortlab.base44.app/

React Vite License

SortLab is a web-based platform for conducting remote Card Sorting studies. Built to democratize UX research, it removes common industry barriers such as expensive subscriptions, participant limits, card restrictions, and category caps.

The platform helps UX researchers, information architects, designers, and students organize content structures, validate navigation systems, and gather actionable insights directly from users.

Home


✨ Features

Unlimited Flexibility

  • Unlimited cards
  • Unlimited categories
  • Unlimited participants
  • No subscription tiers or hidden restrictions

Remote-First Research

  • Share studies with participants anywhere
  • No installation required
  • Responsive experience across devices

Automated Analysis

  • Real-time aggregation of participant responses
  • Instant visualization of results
  • Export-ready findings for research reports

Visual Insights

Generate professional visualizations that support information architecture and UX decision-making.

Card Sorting


📊 Data Visualization

Similarity Matrix

A heatmap showing how frequently participants grouped cards together. This helps identify strong associations and potential content relationships.

Similarity Matrix

Dendrogram

A hierarchical clustering diagram that reveals patterns in participant groupings and helps define navigation structures and content categories.

Dendrogram

Results Dashboard

Analyze participant behavior and review generated insights from completed studies.

Results


📸 User Flow

1. Create a Study

Set up a new card sorting exercise from your dashboard.

New Study

2. Configure Cards and Categories

Define your content items and optionally create predefined categories.

3. Invite Participants

Share the study link and collect responses remotely.

Participant View

4. Analyze Results

Review similarity matrices, dendrograms, and participant groupings.


🛠️ Tech Stack

  • Frontend: React, Vite, Tailwind CSS
  • UI Components: Radix UI
  • Backend & Infrastructure: Base44
  • Drag & Drop: @hello-pangea/dnd

🎯 Why SortLab?

Many existing card sorting platforms restrict researchers through participant limits, card quotas, or premium subscription requirements.

SortLab was created as a free and accessible alternative that enables researchers, students, and independent professionals to conduct complete card sorting studies without artificial limitations.

The goal is simple: make Information Architecture research accessible to everyone.


👩‍💻 Author

Developed by Carolina Gotbeter as part of her UX Research and Frontend Development portfolio.

GitHub: https://github.com/Carolagot

About

Open-source platform for remote Card Sorting research. Build studies with unlimited cards and participants, collect responses, and visualize user mental models through similarity matrices and dendrograms to support UX and information architecture decisions.

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