Horses vs Coal Metaphor and the Future of AI

So here is an interesting question white-collar workers should be asking themselves: Am I coal, or am I a horse?

Annie Lowrey recently wrote a sharp piece in The Atlantic digging into how AI is starting to reshape, and potentially shake, every corner of working life. And it lands on a question a lot of people are quietly circling right now: Will my job even exist in five years? Because after the rise of tools like ChatGPT and Claude Code, that question is no longer theoretical. It is sitting on desks, in Slack threads, and in late-night Google searches. These systems can already code like engineers, draft business plans like consultants, style ideas like interior designers, and even handle medical-style questions with unnerving confidence.

She uses these terms as a way of drawing a clean but unsettling line between two kinds of disruption.

Horses are the jobs that get replaced outright. The kind of work that becomes obsolete once a better machine shows up. Just like tractors and trucks made horse-based transportation and farming unnecessary at scale, AI threatens to do the same to certain white-collar roles. In this framing, the horse is the worker whose specialized skills are no longer in demand because the system has evolved past the need for them. Faster, cheaper, more efficient tools do the same job, only without the human in the middle.

Coal, on the other hand, is something different entirely. These are the jobs AI does not erase but amplifies. Work that becomes more productive, more valuable, even more necessary because of AI’s presence. It ties into the Jevons paradox, where efficiency does not shrink demand but expands it. The more efficient the system becomes, the more we use it, and the more human labor is still needed to guide, interpret, correct, and expand what the machine produces. In this view, AI is not a replacement engine, but a multiplier.

The uncomfortable realization follows quickly: if machines can do this much of what we thought required humans, what happens next to the roles built around it? No wonder phrases like job apocalypse are trending upward, and surveys are picking up a low-grade panic starting to set in.

So, are you coal, or are you a horse?