Case studies/ProfitScout: turning a live market into clear, real-time trading signals
06Fintech · Real-time market intelligence

ProfitScout: turning a live market into clear, real-time trading signals

An AI-driven stock screening and market-intelligence platform built from the ground up — real-time charting, intelligent scanners and live signals for intraday and swing traders.

<1s
Live data latency
6
Timeframes synced live
14 days
Concept to production
The challenge

Speed was the product. Every market tick had to be captured, processed and pushed to the screen without delay, powering six timeframes simultaneously while still serving years of history — and staying stable when a quiet market becomes overwhelming in seconds.

Our approach

We treated the real-time data flow as the core of the system rather than an add-on: map how traders actually decide during a live session, design the streaming pipeline first, then layer scanning and signal logic on top of clean live and historical data.

What we delivered
  • —Streaming ingestion pipeline for live market data
  • —Purpose-built time-series storage for ticks and candles
  • —Continuous aggregation across one-minute to one-hour intervals
  • —Low-latency broadcast layer to user screens
  • —Market scanners, watchlist alerts and a trading journal
Results

A genuinely live charting and scanning platform launched in fourteen days, with continuous scanners turning market noise into a curated set of setups — on a streaming architecture built to absorb new scanners and markets as the roadmap grows.

Led by Pranshul SaxenaProfitScout · end-to-end build

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