The Intelligence Layer: Why the Next SaaS Moat Is Context, Not Features

A founder I know shipped a slick AI feature last quarter. He was proud of it, and he should have been. His team scoped it on a Monday, built it with a model and a weekend, and had it live by Friday. Customers liked it. He told me it was going to be his differentiator.

Eleven days later, a competitor shipped the same feature.

Not a similar one. The same one, down to the interaction pattern, because they were both standing on the same foundation models and the same playbook. The thing he thought was his edge turned out to be a thing anyone could rent for a few dollars per thousand tokens. He had built a feature. He had not built a moat.

This is the quiet crisis underneath the AI boom, and it is not really about features at all. McKinsey's latest work on competitive advantage opens with a line borrowed from a movie: if everyone is special, then no one is. Nearly nine in ten organizations now use AI in at least one business function, and most of them are deploying the same large language models to do it. When everyone has the same advantage, it stops being an advantage. The proof is in the value gap. BCG found that only 5% of companies are capturing substantial value from AI, while 60% are generating almost none. The model is not the divider. Something underneath it is.

Features Are Now the Cheapest Thing You Own

For thirty years, software companies competed on features. You shipped something the other guy did not have, you charged for it, and you defended the gap with engineering time. The whole category was built on the assumption that capability was expensive to copy.

AI broke that assumption. When a competitor can stand up a comparable feature in a weekend using the same models you used, the feature is no longer a defensible asset. It is a commodity with a short shelf life. McKinsey puts it plainly: apps and tools can be copied, and value comes from building advantages that are hard for competitors to replicate. The same thing happened during the web and mobile waves. Everyone rushed to build websites and apps, and the leaders did not pull ahead just by having them. They pulled ahead by weaving the new capability into something deeper that the laggards could not duplicate.

So if the feature is not the moat, what is. The answer is the thing the feature runs on top of.