SaaS Growth Case Studies

Most SaaS case studies read like press releases with a logo wall. They tell you a company grew, not why the growth compounds or whether it survives the next foundation-model release. This cluster does the opposite. It tears down the loop, the feedback edge that turns usage into a durable advantage, behind documented AI-native SaaS examples.

Each teardown applies one repeatable framework to publicly sourced examples, naming the data input, the compounding output, and the point where the moat would break. The thesis is simple and testable: in AI-native SaaS the durable advantage is the loop, not the feature. Start with the framework piece, then read each example against it.