Most enterprises start with LLM APIs. OpenAI, Anthropic, Google. It's fast, it works, and someone else handles the infrastructure.

Then reality sets in.

Legal flags the data privacy risks. Finance questions the unpredictable API costs. Engineering wants to fine-tune models on proprietary data but can't. Everything runs through a...