What's a realistic timeline for an AI-wrapper startup to differentiate before the underlying model catches up?

Startups & Industry

Building a product that's currently a thin layer on top of a foundation model API. Given how fast base model capabilities are improving, how long is a differentiation window realistically lasting for others in this position?