Credit Karma: Unified Systems
Designing a cohesive ecosystem that bridges the gap between credit monitoring, insurance optimization, and tax filing through a single, intelligent data spine.
Data Architecture Visualization
The core challenge was shifting from siloed product databases to a relational "Life Graph." This central spine allows data from a tax return to inform insurance quotes instantly.
Credit Engine
- Hard/Soft Inquiry Triggers
- Utilization Heatmaps
- Debt-to-Income Modeling
The Life Graph
Single Identity Protocol
Tax & Wealth
- 1040 Form Intelligence
- Asset-Led Liability Scoring
- Projected Refund Routing
Universal Components
To scale across multiple financial verticals, we developed a "Liquid UI" system. Components adapt their visual density based on the complexity of the financial product.
The Insight Card
A polymorphic container that handles credit alerts, tax deadlines, and insurance renewals with identical motion paths.
Confidence Meters
Radial gauges that normalize different scales (300-850 credit vs. insurance risk scores) into a single visual language.
Estimated Refund
Based on your recent credit improvement, you could save $420/year.
The Unified Profile
A single viewport where the user's financial life converges. This is not a dashboard; it is a living document of their economic potential.
Marcus Sterling
Master Financial Profile
Elevated with AI
If I were leading this project today, here's where AI agents would carry parts of the workflow, freeing humans for the judgment calls that actually need them.
Profile Unification
- Reconciles fragmented data
- Credit, tax, wealth into one
Life Event Detection
- Monitors signals
- Proposes relevant flows
Component Auto-Adaptation
- Liquid UI reconfigures
- Density matches user complexity
Recommendation Synthesis
- Translates raw financial signals
- Into plain-language next steps
Trust Layer
- Every action shows reasoning
- User can override anytime