dbally

Let your LLM fetch data
with confidence.

db-ally is a framework for building robust structured data retrieval for your RAG pipeline or standalone LLM app. Built by engineers for engineers with production in mind, it easily integrates with your existing code base.

Use cases

Chatbots

Let the users chat with your databases and get the information they need in real-time.

RAG Pipelines

Use db-ally as a RAG component on structured data sources. Retrieve data with natural language queries.

Agentic Systems

Empower your AI workflows with LLM interface to structured data sources.

Features

If traditional querying data with LLMs failed you, db-ally is the solution you should definitely give a shot. Unlike other solutions that utilize pure Text-to-SQL, db-ally is powered by an IQL, making it easy for LLMs to accurately query structured data sources with natural language agnostic to the underlying technology.

🧠 Structured Views

Simplify complex queries by providing a lightweight abstraction over any structured data query language, ensuring higher reliability and security.

🔎 Similarity Search

Enhance your queries accuracy with vector search capabilities using FAISS, ElasticSearch or Chroma.

🌍 Context-awareness

Provide additional context to your queries, such as user asking the question or environment.

👀 Observability

Monitor and track your queries with LangSmith or OpenTelemetry.

Frequently asked questions