CONCEPT
Artificial Capable Intelligence
Mustafa Suleyman’s proposed threshold for consequentially capable AI—not the philosopher’s
artificial general intelligence but something more proximate and more economically legible: a system capable of running a multi-step business operation end to end, autonomously, toward a measurable financial outcome.
The debate about artificial general intelligence has long been organized around a question that is philosophically rich and practically useless: when will machines match human intelligence across the full range of cognitive domains? Mustafa Suleyman, in
The Coming Wave (2023), proposes a different threshold: artificial capable intelligence, or ACI, defined as the ability to take $100,000 and turn it into $1,000,000 on a retail web platform over a few months—autonomously conducting market research, designing or sourcing a product, negotiating with manufacturers and logistics providers, running marketing campaigns, and managing the entire operation toward a measurable financial outcome, with a human retaining only final approval over legal signatures. This is his updated
Turing test—not conversational indistinguishability but economic consequentiality. A system that passes it is not necessarily conscious, not necessarily “truly” intelligent in any philosophical sense, but it is economically transformative whether or not anything resembling experience is occurring inside it. The money is real, the