Enterprise AI Glossary · Reviewed June 2026

Foundation Model

A large model trained on broad data that is adapted (via prompting, fine-tuning, or RAG) for downstream tasks.

What is Foundation Model?

Foundation models are the generic substrate of modern AI. Enterprises rarely use them raw; they layer retrieval, routing, and governance on top. For high-volume internal tasks, a smaller specialised model often outperforms a generic foundation model on cost, latency, and energy. See Small Language Models in Enterprise AI.

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Putting Foundation Model to work?

VDF AI runs governed AI agents on your own infrastructure — on-premises, sovereign cloud, or air-gapped. Book a working session to map the architecture.

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