Self-Hosted AI Stack: The Proven Case for Going Off-Cloud in Late 2026

TL;DR: Local models finally match cloud APIs for most solo-founder work. A used GPU, Ollama, and Open WebUI can replace $200–$800/month in API bills. Here is the honest case for a self-hosted AI stack, and when to stay on the…








