VantaAI Brain
VantaAI is an enterprise portal orchestrating automated database queries, conversational prompts, semantic searches, and forecasting pipelines.
The Challenge
Traditional query models failed to interpret complex semantic business prompts, rendering inaccurate analytics and slowing down decision-making. Standard API requests took up to 6 seconds to return completions.
Our Engineering Solution
Implemented a customized Retrieval-Augmented Generation (RAG) system with Pinecone vector indices. Natural language queries are transformed into secure SQL commands, and streamed completions are served via FastAPI WebSockets directly to the React dashboard.
Architectural Specifications
Prompts are validated against security sanitizers before entering the LangChain pipeline. Privately hosted embedding engines extract text metadata, caching previous query vectors to avoid redundant LLM billing costs.
Key Performance Indicators
- 94% prompt-to-SQL accuracy
- 85% reduction in search time
- 1.2s average generation time
Technologies Leveraged
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