AI demand takes NVIDIA to $3 trillion
NVIDIA reached a $3 trillion market capitalization in June 2024 as major AI labs depended on its hardware. The report connected that financial milestone to the demand for large training and inference systems, while also examining whether the wider industry could earn returns on its infrastructure spending.

Research usage shows a durable lead
The Compute Index found NVIDIA mentioned in AI research papers 11 times as often as all its peers combined. That ratio had narrowed from 19 times in the previous report as alternatives grew, including TPUs and Huawei Ascend. Paper mentions showed which hardware researchers used and reported; they were not a measure of chip revenue or installed capacity.

Power demand challenges climate commitments
The report cited rising emissions at Google and Microsoft and growing demand for data-center electricity. It also distinguished forecasts from observed results: the projected increase in power demand by 2030 was an estimate, while company emissions figures described past changes. The buildout’s constraints extended beyond access to GPUs.
