Challenge
Market data is abundant but fragmented. The product needed to turn constantly changing signals into an interface that feels immediate, trustworthy, and easy to scan.
Real-time fintech · Case study
A focused Bitcoin intelligence product combining live market data, interactive price charts, and AI-assisted financial insights.
My role
Product strategy · Architecture · Full-stack engineering

The assignment
Market data is abundant but fragmented. The product needed to turn constantly changing signals into an interface that feels immediate, trustworthy, and easy to scan.
Separate the live market-data layer from AI interpretation, then design the interface around progressive disclosure: price first, context second, deeper analysis on demand.
A fast, focused decision-support experience that makes live conditions and longer-term signals readable in one place.
System view
A strong system makes its transformations visible. Each layer has one job and a clear contract with the next.
Normalized price and trend data
Rendering, orchestration, and UI
Contextual interpretation
Clear, actionable market view
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