Self-Hosted LLMs — 2026 Rankings

Self-Hosted LLM Leaderboard

The definitive ranking of self-hostable LLMs for enterprise — compared across quality, speed, hardware requirements, and cost. Find the best open-weight model for your infrastructure.

LLM Leaderboard
This LLM leaderboard displays the latest public benchmark performance for SOTA model versions released after April 2024. The data comes from model providers as well as independently run evaluations by Vellum or the open-source community. We feature results from non-saturated benchmarks, excluding outdated benchmarks (e.g. MMLU).