CONCEPT
Formal Access vs. Substantive Capability
The category distinction at the heart of Toyama's critique of AI democratization: formal access (the tool is available) is not substantive capability (the capacity to use the tool for meaningful outcomes). The democratization narrative consistently measures the first and claims the second.
Formal access is binary and easily distributed: you have the subscription or you do not; the API is documented or it is not; the interface supports your language or it does not. Substantive capability is continuous and structurally produced: it depends on education, institutional support, mentoring, market access, and cultural capital that develop over years and cannot be acquired by opening an account. The democratization narrative repeatedly conflates the two, celebrating the expansion of formal access as though it were an expansion of substantive capability. Toyama's fieldwork demonstrated the conflation's costs across hundreds of deployments. The conflation is now being repeated, at higher amplification, in the AI era.
In The You On AI Field Guide
The distinction was not invented for AI; it emerged from the documented failure of every previous wave of technology democratization. The One Laptop Per Child initiative distributed millions of devices and