Essay · ~20 min read

AI and the automation of work

Benedict Evans · ben-evans.com Free Intermediate

Benedict Evans is one of the sharpest people at separating a real structural shift from noise, and this essay lays out his instinct in the open. His core line, that there is a huge gap between an amazing demo and something a big complicated company can actually use, is a practical filter for any market that looks like it is about to explode. Treat it as a way of thinking, not a call on any one wave.

• A great demo is not a market: real shifts survive the slow grind of integration, trust, and switching costs, and that grind is where fads die.
• Look at whether a technology follows the long pattern of past automation (old jobs go, new ones appear) rather than promising a clean overnight break, which is usually the hype tell.
• Adoption runs on the buyer's clock, not the startup's 18-month funding clock, so early flatness can mean too early rather than wrong, a distinction worth being honest about.