Optimizing Race Car Performance with AI-Powered Data Insights

The Challenge

In motorsports, winning margins often come down to fractions of a second. To truly improve, drivers and teams must uncover the why behind those times: what happened on a specific corner, in changing conditions, or against particular competitors. Racing teams faced a clear need—a way to turn overwhelming streams of raw data into insights they could actually use to win. This included solving challenges for:

  • Limited Visibility into Performance Patterns: Standard timing systems provided lap times, but they didn’t reveal deeper insights like consistency, cornering efficiency, or speed variations across sectors.

  • Difficulty Comparing Across Races & Tracks: Each race generated mountains of data, yet there was no simple way to evaluate how a driver performed from one track to another, or against rivals on the same course.

  • Overwhelming Data Without Context: Raw numbers were hard to interpret in real time. Teams lacked a clear, visual method to connect data points to on-track actions, making it difficult to coach drivers effectively.

  • Lost Opportunities for Strategy Refinement: Without actionable analysis, small mistakes and inefficiencies went unnoticed—costing precious tenths of a second that often determine race outcomes.

Our Solution 

VGV partnered with Valkyrie.ai to transform racing data into an intelligent, driver-first analytics platform. Rather than focusing on raw metrics, the solution delivered meaningful insights that drivers and teams could act on—bringing clarity to every lap and every turn. Together, we:

  • Designed a Driver-Centric Application: Our team built a platform tailored to the real-world needs of drivers and race engineers, ensuring usability in high-pressure, trackside environments.

  • Enabled Powerful Lap-by-Lap Comparisons: We created tools to easily evaluate performance across laps, races, and competitors—allowing drivers to pinpoint where they gained or lost time.

  • Made Complex Analytics Intuitive: The team translated advanced data science outputs into simple, digestible visualizations that highlighted actionable insights instead of overwhelming users.

  • Delivered a Scalable Foundation: We established a platform that could evolve alongside the team, supporting future data integrations and expanding beyond a single racing series.

How We Did It 

The solution came to life through a deep collaboration between VGV’s product and engineering teams and Valkyrie.ai’s machine learning experts. As a united team, we married advanced analytics with elegant design to deliver a product that drivers could trust and understand in real time.

  • Applied Advanced AI & ML Modeling: We processed raw telemetry and lap timing data with machine learning algorithms to identify patterns invisible to human analysis.

  • Engineered with Flutter for Versatility: The team built the application in Flutter, ensuring cross-platform consistency and high performance both on mobile devices and trackside systems.

  • Integrated Intuitive Data Visualizations: We created visual dashboards that surfaced trends in lap performance, speed variation, and consistency—turning abstract data into immediate insights.

  • Collaborated Closely With Race Teams: Together, we worked side by side with drivers and engineers, iterating quickly to ensure the product matched the unique demands of a racing environment.

The Result

  • Unlocked Actionable Performance Insights: Provided drivers with clear, visual feedback that revealed where time was lost or gained on the track.

  • Enhanced Cross-race & Competitor Benchmarking: Enabled side-by-side comparisons across circuits, weather conditions, and rivals to identify strengths and weaknesses.

  • Improved In-Race & Training Decision-Making: Gave coaches and drivers the ability to make smarter adjustments in real time and more targeted training plans off the track.

  • Created a Repeatable & Scalable Solution: Built a platform that can be adopted by additional teams and racing organizations, extending impact beyond a single team’s success.

Industry
Sports & Entertainment
Project Type
AI Data Visualization
VGV Services
Design
Engineering
Optimizing Race Car Performance with AI-Powered Data Insights

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