Natural Language Interface for Data Platforms

Our solution's architecture utilizes the Generative AI-powered Retrieval-Augmented Generation (RAG) approach, integrating natural language processing (NLP) with the retrieval of relevant information from customers' knowledge bases.

Key Features of Our Architecture

• Integration with AWS Bedrock: Utilizing Amazon Bedrock's latest Claude model as the primary GenAI language model API ensures precise and efficient query generation.
• Backend and Frontend Development: The backend, built with NestJs, offers maintainability and scalability, while the ReactJs frontend provides a dynamic and responsive user interface.
• PostgreSQL Database: Serves as the storage solution for vectorized embeddings of metadata, user access information, and other critical data sources, enhancing the accuracy and relevance of SQL query generation.

Solution Key Components

• REST API Module: Acts as the communication bridge between the user interface and the backend, managing user queries and returning generated SQL results.
• NLP Module: Transforms natural language inputs into structured SQL queries, handling conversational context for multi-turn interactions.
• Schema Analyzer Module: Retrieves detailed schema information from the database, ensuring generated SQL queries align with the database structure.
• Access Control Module: Enforces user-specific access permissions, ensuring data security and user privacy.
• Feedback and History Retention Module: Captures user feedback and logs interaction history, supporting continuous AI system improvement.
• Admin Panel Module: Provides administrators with tools to manage metadata, add tailored question-and-answer pairs, audit logs, and configure system settings.
• SQL Verification Module: Conducts thorough analysis of generated SQL queries to verify syntax, performance, and schema alignment without executing the queries.

This versatile solution can be adapted to various industries, enabling organizations to leverage their data more effectively and improve operational outcomes.

Reach out to us today to arrange a consultation and explore how our Natural Language Interface for Data Platforms can transform your data management processes. Our solution architects are ready to give you a comprehensive overview of our system, showcase our successful implementations in various projects, and address any inquiries you might have. Seize the opportunity to rely on top-tier professionals who have consistently delivered innovative solutions to numerous happy clients.