Partners play a critical role in our success. This quarter, we launched the new Elastic AI ecosystem as part of our vision to transform, simplify, and accelerate how enterprise developers build and deploy generative AI applications, working with leading technology providers, including Alibaba Cloud, Amazon Web Services, Anthropic, Cohere, Confluent, DataRobot, Dataiku, Galileo, Google, Hugging Face, LangChain, LlamaIndex, Microsoft, Mistral, NVIDIA, OpenAI, ProtectAI, Red Hat, Unstructured and Vectorize. We have built a comprehensive set of integrations with our Elasticsearch vector database to help developers speed up the time to develop GenAI applications.