ML2Grow is a spin-off from the prestigious R&D and innovation center, Imec, which specializes in nanoelectronics and digital technology, aiming to align more closely with industry expectations that often diverge from academic research and publications. The IDLab research group's extensive experience in machine learning—built over decades through numerous partnerships with industry leaders like Intel, Toyota, Audi, and ABB—has been integrated into ML2Grow to assist organizations that require data-driven solutions. Since February 2019, ML2Grow has operated as an independent entity within the Invibes group, a growing player in the technology sector specializing in digital in-feed advertising. Invibes has been publicly traded since 2016 on Euronext Growth Paris (ALVINV) and employs over 250 people in various global offices. At ML2Grow, we strongly believe that AI should be accessible to companies of all sizes, not just the larger tech firms. We strive to innovate ways to lower the barriers to adoption and reduce the payback period for businesses, making the technology valuable for startups and SMEs as well. Furthermore, we are committed to combating superficial AI projects that merely capitalize on the current AI trend without providing real value. These initiatives often lack genuine AI technology and undermine the true potential of AI in society. Recognizing that AI is a transformative force, we focus on creating models and systems that genuinely impact businesses and individuals. Therefore, we emphasize combining our technical skills with a strong commitment to integration and effective AI adoption from the outset.