Engineering Case Study  ·  2026 Edition

Market Genius
AI-Powered Financial Intelligence Engine

Engineering the future of financial signals with LLM-based technical analysis and real-time market data.

By Sheraz Hussain·Principal Architect·Dublin, Ireland
High-Fidelity Technical Report

Market Genius is an elite financial analytics platform designed to bridge the gap between raw volatility and strategic decision-making. By integrating real-time data from AlphaVantage and Crypto.com, the platform utilizes Google Genkit to perform complex sentiment and technical analysis. It provides users with instant, data-backed "Buy," "Hold," or "Sell" signals, showcasing my expertise in high-concurrency data engineering and AI-driven insights.


Identifying the Structural Bottlenecks

01.

Processing high-frequency financial data with zero attribution loss.

02.

Developing a reliable LLM reasoning layer for volatile market indicators.

03.

Delivering real-time alerts to a global user base with sub-second latency.


Architecting for Resilience & Scale

Signal Logic Architecture

Built a sophisticated reasoning engine that translates complex market indicators into human-readable strategy.

Real-time Data Fabric

Utilized Firebase Cloud Messaging and Firestore to sync market shifts instantly across all user devices.

The High-Fidelity Technical Ecosystem

Next.jsGoogle GenkitFirebase FirestoreAlphaVantage APICrypto.com APITypeScript

Verification of Success Metrics

Reduced user decision-making time by 75% via AI-automated analysis.Verified 2026
Maintained sub-100ms response times for high-frequency data ingestion.Verified 2026
Successfully tracked 100+ asset pairs with production-grade consistency.Verified 2026

Inspect the Source Integrity

True technical authority is built on transparency. I invite you to explore the architectural choices and implementation details of this project through the secure links below.