Improving Experience for
PyKX Documentation

Improving Experience for PyKX Documentation

Improving Experience
PyKX Documentation

Simplifying technical documentation navigation so developers can find information faster, get started with confidence, and move through content more easily.

Challenge

The PyKX documentation grew over time and became hard to navigate. Developers often struggled to find what they needed, know where to start, or move between high-level ideas and real examples — especially challenging for new users.

Design Goal

Create a clear structure that helps developers find information faster, get started with confidence, and move through the content more easily.

My Role

I supported the Senior Product Designer throughout the project. My responsibilities included creating testing assets such as wireframes and navigation structures, supporting card sorting exercises and navigation testing, and synthesizing findings from interviews and usability feedback.

User Research

Prototyping

Wireframing

Card Sorting

A/B Testing

Data Synthesis

The Challenge

The PyKX documentation grew over time and became hard to navigate. Developers often struggled to find what they needed, know where to start, or move between high-level ideas and real examples — especially challenging for new users.

Design Goal

Create a clear structure that helps developers find information faster, get started with confidence, and move through the content more easily.

My Role

I supported the Senior Product Designer throughout the project. My responsibilities included creating testing assets such as wireframes and navigation structures, supporting card sorting exercises and navigation testing, and synthesizing findings from interviews and usability feedback.

Card sorting

Navigation Testing

Prototyping

Wireframing

Usability Research

A/B Testing

Data Synthesis

Results

Impact and Outcomes

Impact and Outcomes

Research

Understanding the Users

Understanding the Users

These insights directly shaped the new site structure and menu design.

What We Learned

What We Learned

From research and mapping, we surfaced three core usability issues:

Design & Test

Prototypes & Validation

Prototypes & Validation

Propotypes

Propotypes

Working closely with the Senior Designer, I contributed to creating testing wireframes and prototypes for the new documentation layout. My focus areas included:

  • Prototyping alternative navigation models

  • Documenting page relationships and navigation flows

  • Testing and iterating on sidebar layouts and in-page links

Before

An overcrowded, unstructured left navigation forced users to scan long lists and guess where information lived.

After

Grouped and renamed sections to improve clarity, with content now nested under more intuitive categories

A/B Testing

To measure the impact of the new navigation, we ran an A/B test in Maze with 60 participants, comparing the redesigned layout (v3.0) with the original navigation (v2.5). Participants were randomly assigned to reduce bias and completed 10 tasks across both versions.

🔥 Heatmap Insights

To better understand user behavior, we reviewed click heatmaps from Maze for both the original and redesigned navigation.

Before

Clicks were scattered, showing confusion about where to go.

After

Clicks followed a clear path, showing more confident navigation.

Reflection

What I Learned

What I Learned

This project deepened my understanding of information architecture and how research-driven decisions can directly improve usability.

Open to conversations about design,
research, and growth?

Open to conversations about design,
research, and growth?

Open to conversation?

Open to conversations about design,
research, and growth?

Open to conversations about design,
research, and growth?