Case Study Timeline
Uncovering the Disconnect Crisis
Conducted stakeholder interviews and collaborated with data scientists to understand B2B data fragmentation challenges. Sales teams couldn't see marketing engagement; marketing couldn't track sales outcomes.
Key Research Insights:
- Sales teams operated blind to inbound marketing activity
- Marketing couldn't connect campaigns to revenue outcomes
- Existing tools (Salesforce, Marketo) didn't communicate effectively
- The "Customer 360" was a major unsolved enterprise challenge
• Content downloads
• Website visits
• Campaign engagement
• Call logs
• Deal pipeline
• Account notes
Demo-Ready Data Preparation
Enterprise data tools require complex rule builders – perfect for real data work, impossible for sales demos. Designed a toggle-based approach that could standardize prospect data in real-time while showcasing ML capabilities.
Strategic UX Decision:
- Start with demo-optimized toggles for common standardization tasks
- Design architecture to evolve toward full custom rule building
- Hide complex ML processing behind simple, intuitive controls
- Enable real-time data transformation during live presentations
Enterprise Reality: Complex Rule Builders

My Solution: Demo-Ready Toggles

Final Interface: Clean & Professional

Customer 360° Proof of Concept
Created account view concepts demonstrating how unified data drives revenue for enterprise prospects. Demonstrated the "Customer 360" vision that became our core value proposition.
Concept Goals:
- Visualize unified inbound + outbound customer data
- Show complete account engagement timeline
- Prove technical capabilities through design
- Create investor presentation material
Individual Account Deep-Dive

Enterprise Portfolio Analytics

Data Health Dashboard Redesign
The PM's wireframe was functionally complete but overwhelming. Redesigned the data health interface to prioritize actionable insights and visual hierarchy for marketing operations teams.
Design Improvements:
- Simplified visual hierarchy with clear section separation
- Actionable health score with trend visualization
- Future-ready architecture for advanced data operations
PM's Original Wireframe

My User-Centered Redesign

Future Vision: Advanced Operations
