--- title: ML/AI Technical Due Diligence for SporTech | Alltegrio description: Alltegrio provided comprehensive technical due diligence for an international sports data company, assessing its video analysis and machine learning capabilities. url: https://alltegrio.com/cases/technical-due-diligence-for-sportech-business/ last_modified: 2025-04-04 --- Data Science · Machine Learning · Sports · Technical Due Diligence # ML/AI Technical Due Diligence for SporTech An international sports data firm sought to acquire a technology company specializing in video analysis. We provided the client with a comprehensive assessment of the company’s strategic direction, development capabilities, and growth potential. Service [Machine Learning Development Services](https://alltegrio.com/machine-learning-development-services/) / [AI Strategy Consulting Services](https://alltegrio.com/ai-strategy-consulting/) / [Computer Vision Development Services & Solutions](https://alltegrio.com/computer-vision-development-services/) / [Big Data Consulting Services: Strategy, Development & Insights](https://alltegrio.com/big-data-consulting-services/) / [Technical Due Diligence](https://alltegrio.com/technical-due-diligence-services/) Tech stack C++/ Java/ Open AI/ OpenCV/ Python Subindustry Entertaiment Location Europe Timelines 8 weeks Team 3 niche experts (enterprise architect, data architect, AI expert), 2 BA, 1 SDLC/Agile expert, 1 QA/QC expert, 1 CV/ML engineer (code review), 1 PM ### Overview An international sports data company aimed to acquire a target company specializing in video analysis and data generation. The client sought to purchase a technology business that analyzes video streams and provides data and insights using computer vision and machine learning. The assignment involved evaluating the target company’s initial plans, current and future product strategies, development process capabilities and speed, and potential for expansion into other sports. ### Solutions The client aimed to purchase a technology business that analyzes video streams and generates data and insights using computer vision and machine learning. We evaluated the target company’s original plans, present or future product strategy, development process capabilities and velocity, and potential for expansion into other sports. - Our team supported the client’s technical due diligence on the target company during the second stage. - The assessment results were compiled into a report based on: - Three days of presentations and Q&A with Senior Engineers and the management team of the target company. - A check of algorithms for detection and tracking. - Existing approach in CV, AI, and ML according to similar customer projects. - **+30%** improvement opportunity in product readiness identified - **+40%** increase in algorithm efficiency for event detection proved - **50%** operational cost reduction validated ### Technology Stack C++ Java Open AI OpenCV Python ### Features - Detailed Evaluation. - Risk Identification - Algorithm Assessment - Technical Interviews - Product Strategy Analysis - Cloud Infrastructure ### Business Value We provided the client with valuable insights to consider before investment. Our team conducted thorough technical assessments, identified the target company’s strengths in research, development, and engineering, and highlighted areas for improvement in product readiness and roadmap development. This information enabled the client to make an informed decision about the potential acquisition. ### Final Insights We conducted accurate evaluations of algorithms and engineering. The target company excels in research and development in Computer Vision (CV), Artificial Intelligence (AI), and Machine Learning (ML). It has a highly trained technical team, positive player monitoring and tracing outcomes, and a scalable cloud infrastructure. However, the target company’s product still needs to be market-ready. There needs to be a clear product roadmap detailing what is ready and what is in the pipeline. From a technological perspective, the target company is a strong fit for the client.