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Semantic search changed everything
Moving beyond keyword matching to intent understanding increased relevant results by 85% and reduced refinement queries by 70%.
Enterprise · Search · Data discovery
DAE Search Platform: Making Enterprise Data Actually Findable
Redesigned an enterprise search platform that transformed how teams discover and access critical business data, reducing information retrieval time by 65% and delivering 20% ROI through improved productivity.
- Information retrieval time
- −65%
- ROI from better discovery
- 20%
Overview Section
Research Section
RESEARCH
Gathering insights
Employee interviews revealed critical gaps in enterprise data discovery and access patterns.
Emerging themes
DISCOVERY BARRIERS
Teams spend 3+ hours daily searching for existing data across disconnected systems.
Drove: Unified search interface with intelligent content tagging and federated results.
PERMISSION COMPLEXITY
Access control confusion leads to either data hoarding or security breaches.
Drove: Visual permission indicators and smart access request workflows.
CONTEXT LOSS
Found data lacks business context, making it unusable without tribal knowledge.
Drove: Rich metadata display with usage patterns and related content suggestions.
Problem Section
Problem
Enterprise teams lose 40% of their productive time hunting for data that already exists. Critical decisions get delayed, projects stall, and knowledge workers become frustrated with disconnected systems that hide rather than reveal insights.
Sprint Zero
Foundation & Principles
Exploration: Initial Concepts & Sketches
I designed three search paradigms: Google-like simplicity, database-style filtering, and AI-powered semantic search. User testing revealed the need for a hybrid approach that combines familiar search patterns with enterprise-specific context and intelligence.
Decision Point
Focus on semantic search with visual data lineage and intelligent permission handling.
Key Insights Section
Key insights
Design system and style guide for the DAE search platform
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Visual data lineage built trust
Showing data sources, freshness, and transformation history gave users confidence to act on search results immediately.
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Smart permissions reduced friction
Proactive access suggestions and one-click request workflows turned permission barriers into guided pathways.
My Thought Process Section
Approach & Decision Making
My Thought Process
Enterprise search isn't just finding files—it's understanding business context. I designed for the moment when someone needs to make a decision with incomplete information. The interface needed to bridge the gap between data discovery and business insight, making every search result a learning opportunity.
What Didn't Work Section
What Didn't Work
Early versions tried to replicate consumer search patterns, but enterprise users needed more structure and context. A flat results list confused users who needed to understand data quality and permissions upfront. We also learned that auto-complete suggestions backfired when they exposed restricted content, creating security concerns.
Validation & Testing Section
Testing
Validation & Testing
Prototype sessions with enterprise teams showed: Information retrieval time ↓ to 5 minutes (vs 15+ previously). Search accuracy ↑ 85%. 90% of users found the data lineage visualization valuable for decision-making.
5 min
Avg. retrieval time
↑85%
Search accuracy
90%
Found lineage valuable
Outcome & Impact Section
Results
Outcome & Impact
The platform transformed enterprise data discovery from a daily frustration into a competitive advantage, delivering measurable ROI through improved productivity and decision-making speed.
20%
ROI from better discovery
↓65%
Information retrieval time
Enterprise
Search
Data Discovery
B2B
Productivity
More Work Section
#Enterprise#Small Business#Automation
More Work
One System Instead of Six: Cutting Operation Errors by 68%
Small business owners waste 23% of their week switching between disconnected tools—leading to costly errors and mental fatigue. I designed a unified operations platform that consolidates invoicing, scheduling, and task management into one intuitive system.
Contact Section
Get in Touch
Tell me what you're working on and where it's stuck. Short messages are fine.