DRIVER DNA CLONING PLATFORM

LAPGHOST®.
FEEL EVERY SECOND.

An advanced driver DNA cloning and telemetry analytics engine. Compare and simulate laps of legendary F1 drivers side-by-side using machine learning and IBM Granite AI.

AI TECHNICAL APPROACH

REVOLUTIONIZING DECELERATION

Combine IBM Granite models, Langflow visual configurations, and Docling to parse complex telemetry. Clone driving profiles based on a 5-dimensional fingerprint.

Track Model:Monaco GP
Telemetry Frequency:60Hz Splines
AI Pundit Engine:IBM Granite 8B

LapGhost Machine Learning Milestones

The 4 key systems driving driver clone telemetry

SYSTEM INTEGRATION01

60FPS 2D Canvas Physics

Constant speed arc-length parameterization of track coordinates avoids linear waypoint sticking in hairpins.

SYSTEM INTEGRATION02

Watsonx.ai RAG Explainer

Integrates IBM Granite models to explain throttle applications and decel rates based on racing physics.

SYSTEM INTEGRATION03

5-Dimensional DNA Mapping

Scores driver profiles dynamically based on Cornering Speed, Throttle, Trail Braking, and Line Consistency.

SYSTEM INTEGRATION04

Isolated Graphs Syncing

Avoids page rendering lags by isolating Recharts Speed, Throttle, Brake, and Gap profiles independently.

LAPGHOST CLONE PORTAL

Monaco Telemetry Simulator

High-fidelity live telemetry tracking inside Monaco Grand Prix GP

1. Select Driver Matchup
GHOST A
The Smooth Operator
GHOST B
The Aggressor
2. Quick Presets
SENNA '90 vs VERSTAPPEN '23
SCHUMACHER '04 vs HAMILTON '19
SENNA '90 vs HAMILTON '20
ALONSO '05 vs VERSTAPPEN '23
0mLAP PROGRESS RANGE3337m
MONACO GP · QUALIFYING · 2023
Track Zoom:1x
HAM 1:11.725|VER 1:11.365
REAL-TIME TELEMETRY STREAM
SPEED
0 km/h0 km/h
THROTTLE
0%0%
BRAKE INTENSITY
0%0%
INTERVAL DELTA
GHOST B BASE0ms

Telemetry Profile Charts

Distance-based throttle maps & speed vectors

Zoom Level:
1x
INGESTING DATA ARRAYS...

Driver DNA Profile

5-dimensional algorithmic signature mapping

BRAKE AGGTHROTTLECORNER SPDTRAIL BRKLINE CON
BRAKE AGG
HAM
0.74
VER
0.91
THROTTLE
HAM
0.91
VER
0.73
CORNER SPD
HAM
0.82
VER
0.88
TRAIL BRK
HAM
0.68
VER
0.85
LINE CON
HAM
0.95
VER
0.87
IBM GRANITE ANALYSIS
watsonx.ai inference

Extracting deceleration, apex throttle inputs, and trail braking profiles. Watsonx.ai formats complex physics comparisons character-by-character.

Click the analytics button below to launch model analysis.

Legends Reference Laps

Compare precomputed lap signatures across historical epochs

Telemetry comparison
Senna
VS
Verstappen

Senna's trail braking: 0.89 — highest in our dataset

Load telemetry ↗
Telemetry comparison
Schumacher
VS
Hamilton

Schumacher's line consistency: 0.97 — mechanical perfection

Load telemetry ↗
Telemetry comparison
Senna
VS
Hamilton

Two eras, identical racecraft DNA

Load telemetry ↗
Telemetry comparison
Alonso
VS
Verstappen

The closest DNA match across all seasons

Load telemetry ↗