Foundation Model
A foundation model is a large model trained on massive, general purpose data, designed to later be adapted to many specific tasks.
GPT, Claude, and Gemini are foundation models. Their initial training costs millions and requires huge volumes of text, but that cost is shared across every later use.
A company almost never trains its own foundation model. It adapts an existing one through prompt engineering, RAG, or fine-tuning depending on its needs.