Infrastructure is the "last analog giant" of the global economy. While other sectors have been transformed by digital innovation, infrastructure remains plagued by inefficiencies, with as much as 20% of investment often lost to waste.
Read next The New Geopolitics: Why Infrastructure is the New Source of Global PowerIn a new commentary for Project Syndicate, Taiyo.AI's CEO Dr. Saurabh Mishra and Bertrand Badré (former Managing Director of the World Bank) argue that the industry's biggest hurdle is not the physical technology — it is the intelligence required to manage it.
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The authors argue that for AI to move the needle in construction and investment, it must move beyond generic "black box" models. What is needed instead is a "glass box" approach: AI that is grounded in domain expertise, transparent in its reasoning, and accountable to human judgment at every step. Infrastructure decisions draw on engineering, geology, and economic data in ways that require explainability, not just accuracy.
The second requirement is institutional memory. Historically, critical project knowledge has been siloed in organisations, leaving each new project to relearn lessons that should already be part of the industry's collective understanding. AI, properly designed, can serve as that collective memory — ensuring that successes and failures from one project inform the next, regardless of geography. And the third is de-risking at scale: by standardising fragmented data, AI helps investors and public agencies identify risks during early planning stages, where the potential for cost savings is highest and the cost of course-correction is lowest.
Closing the Intelligence Gap
Sustainable and resilient infrastructure depends on knowing what has worked, where resources are truly needed, and how decisions travel across institutions and borders. At Taiyo.AI, we are building the Grounded Intelligence systems necessary to turn the industry's complexity into the insights needed for a more resilient future. As Saurabh and Bertrand conclude, the digital transformation of the infrastructure sector is not a nice-to-have — it is a prerequisite for achieving global climate and development goals.
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