Glossary

What is an AI wrapper?

An AI wrapper is a product built on top of another company’s AI model, such as GPT or Claude. The product adds its own interface, instructions and features around the model. Most AI products work this way, including many sold as AI for a particular industry. The term is often used critically, for products that add little beyond a ready-made prompt and a higher price.

Why it matters for a business

Being a wrapper is not a weakness in itself; for many jobs the wrapping is most of the value. What separates a substantial product from a thin one is checkable: whether it does meaningfully more than a good prompt on a general assistant would, what happens to the data on the way through, whether connections and handling for odd cases are already built, and whether the model underneath can be changed when a better one ships.