Self-Hosted LLMs in 2026: Why Economics Trump Technical Capability

While self-hosted LLMs are now technically viable with consumer GPUs, the 2026 economics increasingly favor cloud APIs thanks to aggressive pricing and optimization features like prompt caching. The decision between self-hosting and cloud is no longer about capability but cost-per-token and privacy requirements—making cloud the default choice for most workloads.