# Lakehouse AI Feature Overview

Singdata Lakehouse AI is an intelligent analytics suite integrated into the data lakehouse platform, designed to help enterprises fully unlock data value and achieve a complete closed loop from data storage to intelligent decision-making. By natively integrating capabilities such as unstructured data management, multimodal retrieval, AI external functions, Python development frameworks, knowledge base services, and conversational analytics into the Lakehouse architecture, users can perform the full intelligent workflow—from data discovery, model invocation, to predictive analysis—on a unified platform.

*   **Unstructured Data Discovery and Management**: Automatically identify and index unstructured data such as documents, images, audio, and video, achieving unified metadata management and intelligent classification
*   **AI External Functions**: Encapsulate pre-trained models as SQL functions, invoking AI capabilities directly in queries and simplifying machine learning application development
*   **Multimodal Retrieval**: Support unified search across multiple data types including text, images, and vectors, enabling cross-modal intelligent semantic retrieval
*   **AI + BI Unified Workflow**: Seamlessly integrate traditional data processing pipelines with AI data application workflows on the Lakehouse platform, achieving true data-intelligence convergence
*   **Python Language Interface (Zettapark)**: Provide a Python-like development framework, supporting data engineers in big data processing using familiar languages
*   **Knowledge Base Service (Invitation Beta)**: Provide an enterprise knowledge management platform based on vector databases, supporting APIs for document parsing, semantic search, and intelligent Q&A
*   **Lakehouse Conversational Analytics DataGPT**: Perform data queries and analysis through natural language conversation, enabling business users to access data with zero barriers
*   **Lakehouse MCP Server (Invitation Beta)**: An instruction-as-a-service feature integrated with the AI ecosystem, enabling AI assistants to directly operate Lakehouse data resources

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![](.topwrite/assets/Lakehouse_AI_overview.png)
