Humza is the smart manufacturing and automotive expert at MongoDB. Prior to joining MongoDB, he worked at Ernst & Young Canada in the digital operations consultancy practice. After completing his education from Singapore, he worked with the Singapore manufacturing industry for many years on Industry 4.0 research and implementation. He has spent all of his career enabling connected factories and connected cars for global manufacturing and automotive clients. He is a published author on Industry 4.0 and these days his interest is in enabling Generative AI use cases within the automotive sector.