“If I have seen further, it is by standing on the shoulders of giants” as ones said by Isaac Newton. I believe that the workers having the hands-on experience in the profession are the giants carrying the engineers to a feasible solution. With 10 years of working experience with maintenance on cars, trains, and aeroplanes I’ve gained insights into how tools and machines wear over time and what features are appreciated by the operators. This background, in combination with years of engineering- and research- experience within mechatronics and machine learning provide a solid bridge between academia and the practitioners, that is, TIMectronic AB.