ML Athletics: AI-Powered Training That Makes Every Rep Count

ML Athletics: AI-Powered Training That Makes Every Rep Count

Selected as one of HYPE Sports Innovation’s TOP 10 SportsTech Startups of 2025, ML Athletics is redefining how athletes’ training load is defined by combining real-time movement tracking with load-bearing intelligence. Their AI-powered platform transforms video from markerless 3D cameras into deep biomechanical insights thereby giving athletes, coaches, and sports organizations the data they need to maximise athletes’ availability and  performance and unlock full potential.

The Problem: Athletes Train Hard, But Do They Train Right?

In elite and amateur sports alike, athletes spend thousands of hours training and yet often rely on subjective feedback or outdated tech to track progress and monitor load bearing capabilities. This leaves a critical gap in performance development and injury risk management.

ML Athletics fills that gap.

Monitoring biomechanics allows to accurately measure each athlete’s ability to bear training load and customize it accordingly. Driven by a predictive ML algorithm, MLA will maximise the athlete’s performance while minimizing the risk of non-contact injuries

Two seasons in Serie A have validated MLA’s methodology and recent revenue generation is evidence of its value and traction

What Is ML Athletics?

ML Athletics is a biomechanics-based methodology that is able to flag anomalies via completing a simple 90 seconds protocol

Here’s how it works:

• Athletes complete sport-specific protocol in area equipped with 3D cameras and force platform
• The system analyzes movement frame-by-frame using computer vision
• Real-time feedback is delivered on form, balance, range of motion, joint load, and more
• Training progress is tracked over time, with insights focused on personalizing the load according to an individual’s biomechanics

🔗 Explore ML Athletics

What it does?

• Monitors biomechanics evolution of each athlete during the season 
• Flags anomalies connected to the risk of muskulo-skeletal injury 3–5 weeks in advance
• Provides critical inputs to personalize training loads to maximize athlete’s performance and availability

Who It’s For?

• Individual athletes looking to optimize form and reduce injury risk
• Coaches and trainers who want objective, real-time data 
• Teams and academies looking to standardize performance measurement
• Sports orgs seeking data-driven development pipelines

It works across sports, from track and field to basketball, football, and beyond.

Why it matters?

76% of injuries in professional sport are non-contact, i.e. connected to excess of training. Monitoring biomechanics allows to accurately measure each athlete’s ability to bear the load and customize it accordingly. Driven by a predictive ML algorithm, that will maximize athlete’s performance while minimizing the risk of non-contact injuries. Two seasons in Serie A have validated MLA’s methodology, and recent revenue generation is evidence of its value.

How It Drives ROI for Sports Organizations ?

ML Athletics offers clear benefits for clubs, academies, and federations:

• Maximised athletes performance and availability during the season
• Reduced injury rates through early detection of biomechanical risk factors
• Improved coaching efficiency, less guesswork, more precision
• More effective talent development and selection, thanks to measurable progress tracking
• Stronger athlete retention by proving value through performance improvements
  

📈 The result? Better athletes, better data, and smarter programs without extra staffing or equipment.

Key Features

• Biomechanics-based video capture; no sensors or suits needed
• Real-time feedback on movement quality
• Athlete profile dashboards for progress tracking
• Repeatable testing to measure results over time
• Actionable insights to improve performance session by session

It’s like having a biomechanist in your pocket; at a fraction of the cost.

Why ML Athletics Stands Out ?

What sets ML Athletics apart is its accessibility and scalability. Instead of relying on expensive motion labs or wearables, they deliver elite-level analysis, making it accessible to athletes at any level, anywhere.

That’s powerful for:

• High-performance teams seeking granular training data
• Grassroots programs wanting affordable performance tools
• Coaches and organizations managing multiple athletes remotely

With minimal friction and maximum insight, ML Athletics brings the future of performance tracking into everyday training environments.

Why ML Athletics Is a HYPE TOP 10 SportsTech Startup?

At HYPE Sports Innovation, we’re focused on solutions that help athletes and teams train smarter, stay healthier, and measure what matters.

ML Athletics delivers on all fronts.
It empowers performance teams with real-time insights, and puts biomechanics into the hands of every athlete—without breaking the bank.

Whether you’re running a pro academy or building future champions from the grassroots, ML Athletics is the smart way to level up training and talent development.

Learn More

🌐 Visit ml-athletics.com
📩 Ready to optimize every rep, reduce risk, and improve results? ML Athletics is built for athletes who want to do just that.