AI and problems of scale

Founder takeaway

Evaluate generative AI as more than a cheaper way to perform existing tasks. When an activity becomes automatable at massive scale, it can enable fundamentally different products, workflows, and business models—and introduce risks that were negligible at small volume.

Why it matters

Founders who focus only on incremental efficiency may miss opportunities created by scale, while those who scale automation without rethinking quality, oversight, and downstream effects may amplify mistakes.

Relevant guides

Put it to work

Choose one activity that AI could make dramatically more abundant, then ask: “If we could do this 1,000 times more often at low cost, what would we build differently—and what new failure mode would require a safeguard?”