Toyota GR Cup Hackathon 2025
iPad & Android Tablets
MotoGPT

AI Driving Coach

Your AI Driving Instructor for Toyota GR Cup

Transform your driving with AI-powered corner analysis, personalized training drills, and real-time telemetry insights from 170M+ data points. Available on web, iPad & Android tablets.

Hackathon demo • Real-time data feed + Insight Creator • Web + Tablet apps

Conversational AI

Chat With Your Race Data

Talk to your corners, analyze sectors, and ask about performance improvements. Our AI uses MCP (Model Context Protocol) and intelligent agents to figure out the best attack plan.

💬

Natural Language Queries

Ask questions like 'How can I brake later into Turn 5?' or 'Compare my sector 2 with the fastest car'

"Analyze my braking in the chicane"
"What gear should I use in Turn 3?"
"Why am I slower in sector 2?"
🤖

MCP-Powered Agents

Intelligent agents analyze telemetry data to provide specific steering, throttle, and brake suggestions

Brake 5m later at apex
Trail brake to 40% at turn-in
Full throttle 10m earlier on exit
Technical Deep Dive

Built for the Hackathon

🎯

Closing the Amateur-to-Pro Gap

Professional drivers have coaches analyzing every corner. Now every GR Cup driver can access the same level of insight. Our AI explains the "why" behind every tenth of a second—not just showing data, but teaching drivers how to improve.

Scalable to 30+ driversNo additional coaching staffConsistent methodology

A production-grade AI system powered by 15 MCP tools, 5 microservices, and 170M+ telemetry points from real GR Cup races.

Each MCP server represents a pluggable data feed from sample race data—designed to connect to Toyota's existing infrastructure via Kafka or real-time streams for live telemetry during race weekends.

6
Tracks Loaded
12
Race Events
6,000+
Laps Analyzed
24+
Cars Tracked

🔧 MCP Agent Tools

Data Retrieval

Core data access tools

get_eventsget_lapsget_telemetryget_weatherget_track_facts

Performance Analysis

Sector and telemetry insights

get_sector_comparisonget_sector_telemetry_analysisget_telemetry_summary

Corner Coaching

GPS-referenced corner analysis

get_corner_analysisget_corner_profilingget_racing_line_analysisget_multi_lap_corner_analysis

Strategy & Simulation

Monte Carlo race modeling

run_simulationrun_simulation_batchestimate_degradationsimulate_strategy

📊 Data Sources

Telemetry Metrics

  • Speed & Gear
  • Throttle & Brake Pressure
  • Steering Angle
  • GPS Coordinates (VBOX)
  • Longitudinal/Lateral G
  • Engine RPM

Race Data

  • Lap Times & Sectors
  • Official Results
  • Gap Analysis
  • Weather Conditions
  • Track Layouts

Tracks Loaded

  • Barber Motorsports Park
  • Indianapolis Motor Speedway
  • Road America
  • Sebring International
  • Sonoma Raceway
  • VIR (Virginia)

⚡ Architecture

Each microservice acts as a pluggable MCP data feed—swap sample data for live Kafka streams to enable real-time coaching

:8001
Agent Server
AI Orchestration
:7001
Data Server
Telemetry API
:7004
Analytics
Lap Analysis
:7002
Degradation
Tire Modeling
:7003
Simulator
Race Strategy
Race Strategy Tool

Pitwall Simulation

Experience race strategy from the team engineer's perspective. Watch real races unfold with live telemetry, track positions, and AI-powered strategic insights.

Animated race replay with all cars
Live gap analysis & position tracking
AI strategy chat for pit timing
Real-time telemetry overlays
Pitwall Simulation showing race replay with live telemetry
Live Race Data

Powered by Real Data

Every insight backed by millions of real telemetry points from actual GR Cup races

170M+
Telemetry Points Analyzed
8,000+
Laps Studied
13+
Metrics Per Corner
<0.1s
Precision of Insights
🎯

Corner-by-Corner Analysis

AI analyzes every corner and tells you exactly where you're losing time with GPS-accurate recommendations

Know exactly which corners to practice
📊

AI Session Debriefs

After every session, get a comprehensive breakdown of your performance with personalized improvement plans

Strengths, weaknesses, and next steps
🏋️

Personalized Training Drills

AI generates custom practice routines targeting your specific weaknesses with measurable goals

5 drill types for every skill level
Mobile Ready

Take It to the Track

Access your coaching data on iPad and Android tablets. Optimized for trackside use with large touch targets and easy-to-read displays.

iPad Pro, iPad Air, iPad Mini
Android tablets (Pixel, Galaxy Tab)
Landscape & portrait orientations
MotoGPT tablet app showing driver coaching
MotoGPT tablet app showing telemetry analysis
Simple 4-Step Process

How It Works

From session selection to actionable insights in minutes

1

Select Your Session

Choose the event, track, and your car number from available GR Cup race data

2

Review AI Analysis

See corner-by-corner recommendations, sector breakdowns, and lap time analysis on an interactive GPS map

3

Get Training Drills

Receive personalized practice routines targeting your weakest areas with specific goals and lap counts

4

Track Progress

View session debriefs with AI insights on strengths, weaknesses, and measurable improvement metrics

Ready to Get Faster?

Transform your driving with AI-powered coaching. Start analyzing your performance in seconds.

Free to use
No signup required

Built for the Toyota GR Cup Hackathon 2025

MotoGPT Coaching

AI-Powered Driver Training & Insights Platform

Created by Victa Phu