Project case study / Formula 1 race intelligence

FrontWing, built by Pranav Attarde.

FrontWing brings my interest in Formula 1 together with full stack engineering and AI. It connects telemetry analysis, strategy simulations and evidence-backed race questions in one platform.

FASTF1 · LANGGRAPH · FASTAPI · REACT · POSTGRESQL · REDIS

The problem

A lap-time number alone cannot explain a race. Driver pace, tyre degradation, pit timing and track position interact. FrontWing lets a visitor ask race questions and inspect the evidence behind an answer.

The engineering

The platform combines a React interface with backend services, FastAPI, LangGraph, PostgreSQL and Redis. FastF1 powers telemetry workflows. The interface includes a race briefing room, a strategy engineer and a three-dimensional Ghost Battle view.

What to explore

Start in the briefing room, compare race strategy in the Strategy Engineer, or explore the 3D Ghost Battle. AI outputs and simulations are analytical estimates, so inspect the supporting data and assumptions.