Qualcomm Inc. kicked off its biggest stock rally since 2019 after unveiling chips and computers for the lucrative AI data center market, aiming to challenge Nvidia Corp. in the fastest-growing part of the industry.

Global investment in AI chips has soared as cloud providers, chipmakers and enterprises rush to build infrastructure capable of supporting complex, large language models, chatbots and other generative...