Ollama is an open-source project that allows for local execution of various large AI models on Windows, supporting GPU acceleration and featuring a built-in OpenAI model compatibility layer. It provides a permanent online API, allowing users seamless access to Ollama's full model library for image and voice interactions. Ollama empowers developers and creators to harness the power of AI on Windows without any configuration required, enabling them to build AI applications.