AI capabilities are advancing faster than their adoption in the economy

New AI capabilities are opening potential applications across fields including materials science, but their commercial impact may take months or years to emerge. A discovery may need time to be manufactured, distributed and applied, and companies may focus on commercialization before publishing results openly.

The analysis argues that AI diffusion will be slower than many forecasts suggested: even alongside breakthroughs in mathematics and agent systems, everyday uses such as booking a dinner or haircut are only beginning to appear. Infrastructure remains necessary, but companies that help people and organizations adopt AI could also become highly valuable.

Because official statistics arrive too late for early-stage decisions, the rate of adoption is assessed through conversations with customers and end users. Commercial incentives are expected to produce many significant developments over the next few years, though it remains uncertain which discoveries and companies will succeed.