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Applied AI · Fintech · Dashboard

AI market insights that keep traders ahead of the curve.

Active traders were making decisions on gut feel and delayed data, with no way to surface patterns across volatile markets in real time.

Client
Insight Trading Ltd.
Duration
10 weeks
Team
Full-stack + ML
AI trading platform dashboard showing market signals, forecasts, and portfolio performance
// The Problem

The challenge

Active traders were making decisions on gut feel and delayed data, with no way to surface patterns across volatile markets in real time.

// The Build

Our approach

We built a trading platform with AI-driven market insights — forecasting models and anomaly detection that surface actionable signals in a real-time dashboard.

ReactPythonFastAPIPostgreSQL
// Stack Choices

Why this stack

  • 01React for a real-time, data-dense trading dashboard
  • 02Python + FastAPI for the forecasting and anomaly-detection services
  • 03PostgreSQL for portfolio and market data
  • 04Scheduled model pipelines that refresh signals as markets move
// Outcomes

Results

  • Real-time AI market signals for active traders
  • Forecasting and anomaly detection in production
  • A single dashboard replacing scattered spreadsheets
  • Alerts delivered as the market moves

“The signals we surface now are data-backed and real-time. Our traders stopped guessing and started acting on evidence.”

Brian Kiprotich
Founder, Insight Trading

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