Quality Match GmbH

Based in Germany, Quality Match GmbH operates as a technology firm specializing in innovative data bootstrapping solutions that enhance the performance and efficiency of computer vision datasets. Quality Match GmbH was founded in 2020 in Heidelberg, Germany. The company focuses on enhancing data quality for vision-based AI applications. Founded by Daniel Kondermann and Mirko Schmidt, Quality Match raised EUR 5 million in a Seed funding round led by LEA Partners in March 2021.

The total amount raised by the company is EUR 5 million with a current valuation of EUR 29. 413 million. Quality Match specializes in innovative data bootstrapping solutions aimed at enhancing the efficiency and performance of computer vision datasets. The company's core offerings include its proprietary software, HARI, which comprises various modules such as HARI X-Ray and HARI X-Plore.

These tools facilitate meticulous data inspection, quality assurance, and the creation of customizable QA pipelines, ensuring that vision-based AI applications are supported with high-quality, precisely targeted datasets. Quality Match serves a diverse client base consisting of AI developers, data scientists, and engineers in industries such as autonomous vehicles, healthcare, and manufacturing across global markets including North America, Europe, and parts of Asia. The solutions are designed to optimize the accuracy and reliability of AI models, addressing significant challenges faced by clients in managing large volumes of visual data. Quality Match generates revenue primarily through subscription-based models and partnerships with its clients, focusing on business-to-business (B2B) engagements.

The company’s flagship product, HARI, is sold as a subscription service that offers varying tiers based on the level of data management and quality assurance features required by clients. These transactions typically involve long-term contracts, allowing clients to access advanced analytics and quality verification tools that streamline their data processes. Each subscription provides clients with a suite of features tailored to their specific needs, enhancing their ability to refine datasets and improve model performance. The pricing structure reflects the complexity and functionality of the services provided, ensuring clients receive optimal value for their investment in AI development.

In December 2025, Wayve Technologies Ltd. , a portfolio company of Balderton Capital, Compound Ventures, Eclipse Ventures, Fly Ventures, Linse Capital, SB Investment Advisers, Firstminute Capital, Exor Seeds, D1 Capital Partners, and Virgin acquired Quality Match GmbH.