Typical AI startup employee token expenditure equals 100 percent to 1,000 percent of baseline employee compensation

A manufacturer-by-manufacturer overview of the chips, accelerators, and infrastructure powering modern AI systems.

Early-stage companies building new products and seeking product-market fit.