The most consequential part of any national AI plan is rarely the research funding or the flashy launch. It is the unglamorous work of getting ordinary businesses to actually use the technology. Scotland’s strategy includes an expanded AI adoption programme aimed at exactly this, and it may prove the part that matters most.
The gap between what AI can do and what most companies do with it remains wide. Small and medium-sized firms in particular often lack the time, the confidence, or the in-house skills to move from curiosity to deployment. An adoption programme lives or dies on whether it can close that gap in practical, sector-specific ways rather than through general encouragement.
This is where economic strategies usually falter. It is straightforward to fund a research centre and much harder to change the daily habits of thousands of businesses that were getting along fine without the technology. Adoption is a problem of trust and know-how as much as capability, and neither is solved by announcements.
If Scotland can help its firms use AI to do familiar work better, the productivity gains will show up across the economy rather than in a single sector. That diffusion is the whole point of treating AI as national infrastructure. The research will make the headlines. The adoption, done patiently and well, is what would make the strategy pay.
