Beneath Tokenomics: Why $/FLOP Is Becoming A Critical AI Cost Metric

Vinod Bijlani of Hewlett Packard Enterprise highlights that while price per million tokens measures AI consumption cost, dollars per floating-point operation ($/FLOP) better reflects infrastructure efficiency amid rising AI demand and complexity. Despite improvements in chip performance and algorithmic efficiency, AI compute demand grows faster, making $/FLOP a crucial metric to assess capital, energy, and capacity productivity in AI infrastructure.