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UXENSO

Building a Personal UX Intelligence System

Creator

Role

UX Architecture

Focus

Web

Platform

Knowledge System

Type

Overview

How can a UX leader store, organize, and evolve thousands of UX insights, frameworks, and research artifacts in a way that remains usable over time?

Throughout my career leading design teams across fintech, enterprise software, and consumer platforms, I accumulated a massive library of UX resources — design frameworks, workshop templates, research methods, UX laws, service design tools, and product thinking models. Unfortunately, most of these lived in scattered places: bookmarks, Google Docs, Slack threads, and personal notes.

UXENSO was created to solve that problem. It is a centralized UX intelligence system designed to store, structure, and expand UX knowledge in a way that is searchable, scalable, and continuously evolving.

The Problem

Design leaders face a common challenge: UX knowledge is fragmented. Resources exist everywhere — Figma files, Miro boards, Notion pages, blog posts, research reports, Slack threads. Over time, this creates four compounding issues.

Knowledge loss

Valuable insights disappear inside old projects.

Rediscovery cost

Teams repeatedly search for frameworks they already used.

Inconsistent processes

Different teams reinvent UX approaches from scratch.

Learning stagnation

Designers struggle to grow beyond immediate project work.

I wanted to create a single place where UX knowledge could compound over time.

Goal

Create a system that:

  1. 1Captures UX knowledge
  2. 2Organizes resources logically
  3. 3Supports learning and discovery
  4. 4Scales with future UX work

The system needed to work as both a personal UX library and a teaching and leadership resource.

System Architecture

UXENSO follows a knowledge graph mindset — resources connect to one another rather than existing in isolation. The four core domains each branch into structured subtopics, allowing designers to explore UX concepts through multiple paths simultaneously.

UXENSOKnowledge OSResearchInsightsDesignSystemsStrategyProductExecutionDeliveryUserInterviewsUsabilityTestingVisualHierarchyDesignSystemsServiceDesignProductThinkingWorkshopTemplatesTeamWorkflows

Knowledge graph: four core domains connected through a central intelligence hub

Core Knowledge Categories

UXENSO functions as a UX knowledge operating system. Instead of storing isolated documents, resources are organized into four structured UX domains.

Research

  • User interviews
  • Usability testing
  • Surveys
  • Behavioral insights

Design

  • Interaction design
  • Visual hierarchy
  • Accessibility
  • Information architecture

Strategy

  • Product thinking
  • Service design
  • Design systems
  • Organizational UX

Execution

  • Workshops
  • Design critiques
  • Collaboration frameworks
  • Team workflows

Resource Schema

Each resource is structured with six fields, enabling multi-path discovery across the knowledge system. The schema transforms isolated notes into interconnected, reusable design knowledge.

Resource SchemaTitlesearchableCategorydomainDescriptionconcept overviewUse Caseswhen to applyRelated Frameworkscross-linksReferencessourcesconnectsExample ResourceJobs To Be DoneCategory: ResearchA framework for understanding thecore goal behind user actions.USE CASESProduct discovery, feature scopingRELATED→ Persona Development→ Journey Mapping→ Interview Techniques

Resource schema (left) and an example resource entry showing cross-linked frameworks (right)

UX Design Approach

Progressive Discovery

Users explore resources through categories, related concepts, and linked frameworks — mirroring how designers actually learn.

Cognitive Load Reduction

Every resource is structured into concept, explanation, examples, and when to use it — making knowledge quickly usable during real projects.

Compound Knowledge

As new projects happen, new insights get added. The system becomes more valuable over time rather than degrading through disuse.

Example Resources Stored

Over time the library has grown into hundreds of structured UX resources. Some of the content types stored within UXENSO include:

UX lawsUX heuristicsWorkshop templatesDesign critique frameworksResearch guidesDesign leadership methodsProduct strategy toolsService design maps

Impact

UXENSO transformed how I approach design leadership.

Faster problem solving

Pull proven frameworks instead of starting from scratch.

Improved team coaching

Resources help teach junior designers how to think through problems.

Consistent UX processes

Teams align around shared frameworks across projects.

Long-term learning

UXENSO becomes a living knowledge base that compounds over time.

Lessons Learned

Building UXENSO reinforced several key insights about knowledge systems.

Knowledge should be structured

Unstructured notes become unusable over time. The format of a resource matters as much as its content.

UX thinking compounds

Frameworks connect across projects and industries. A research method from fintech applies just as well in consumer software.

Tools matter less than systems

The structure of knowledge is more important than the platform used to store it.

Future Vision

UXENSO is evolving into something larger. Future goals include:

  • AI-powered UX knowledge retrieval
  • Interactive UX learning maps
  • Design leadership playbooks
  • Research pattern libraries

The long-term vision is a living UX intelligence system that supports designers at every stage of their career.

Reflection

Great UX leadership is built on structured thinking and shared knowledge.

By building a system that captures and organizes UX insights, I created a resource that helps both myself and others design better products. UXENSO represents my belief that design knowledge should be intentional, connected, and enduring.

Achievements: