AI models don’t behave like static apps you deploy once and forget. If you are building on top of ChatGPT, Claude, Gemini, or your own models, you need a version-control mindset or your product will quietly drift, break, or lose trust. This guide explains how model versioning works and what practical guardrails you can put in place today.