AI-Native
The Obsolescence Spiral
Also known as: Obsolescence Spiral
AI product rapidly outpaced or commoditized, with unique value evaporating as competitors catch up.
The Obsolescence Spiral happens when your AI product is rapidly outpaced or commoditized. A competitor ships something better. A platform bundles your core feature for free. An open-source model matches your proprietary tech. AI products are especially vulnerable because they often lack traditional moats: no unique data, no real switching costs, no network effects, and rapid commoditization. The warning sign: users can't articulate why they should pay for your product versus alternatives.