Xinference provides a single API to run open-source language models, speech recognition models, and multimodal models on cloud, on-prem, or laptop environments. It supports multiple inference backends including vLLM, llama.cpp, GGML, and PyTorch, and offers OpenAI API-compatible endpoints. The library aims to simplify model deployment by allowing users to swap between different LLMs with minimal code changes.