Infra engineers compare notes on when self-hosting LLMs beats paying for APIs

One_Mention_5385 · reddit · 2026-10-02

An infra engineer on Reddit is crowdsourcing real-world numbers on when self-hosting LLMs actually beats paying API bills, noting every blog post just says "it depends." He's asking teams that made (or abandoned) the switch for: the API spend that triggered the move, true total costs including GPUs, idle time and engineering hours, the most painful operational parts (cold starts, autoscaling, OOMs, model quality, 2am pages), and why teams that went back to APIs did so. He pledges to compile replies into a cost/decision writeup for the community.

Original post →

More from Infra

Infra channel →