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title Welcome to Bag of words
description Bag of words is the open-source AI Analyst — connect any LLM to any data source with centralized context management, trust, observability, and control.
icon book-open

<video controls className="w-full aspect-video rounded-xl" src="https://bagofwords.com/demos/hero4.mp4"

  • Chat with any data source

    Ask questions in web, Slack, or else. Create charts, tables, and full beautiful reports/dashboards by chatting with your data—powered by an agentic loop for tool use, reflection, and reasoning.

  • Context-aware & customizable

    Define terms, KPIs, rules and instructions. Ingest from dbt, Tableau, code, AGENTS.md, and have AI continiously maintain and monitor.

  • Any LLM, any data

    Connect multiple data sources: Snowflake, BigQuery, Redshift, Postgres, dbt, Tableau, and more — then pair with the LLM of your choice (OpenAI, Anthropic, or local models). Swap models/data sources without breaking workflows.

  • Transparency, trust & deployment

    Track every AI decision, trace, and feedback. Analyze quality and usage in the console. Deploy fully in your VPC with Docker/Compose, VMs, or Kubernetes. Enterprise-ready with RBAC, SSO (OIDC), audit logs, SMTP.

Getting Started

Ask questions, create visualizations, and run deep analysis through natural language Guide your AI agent with custom instructions for better, more accurate results Connect any data warehouse, database, or data service to Bag of words Build visual stories by combining charts, tables, and explanatory text How Bag of words constructs and manages context for every Agent run Track accuracy, context quality, and agent behavior across your AI data layer

Product Overview

Chat with any data

Create reports, deep analysis or quick visuals with an AI interface powered by an agentic-loop with tools, reasoning and reflection built in. Bag of words

Create and customize AI instructions and rules

Manage your AI rules and instructions with review process and control Bag of words

Connect dbt, Tableau, and more for better AI context

Enrich your AI context with dbt models, Tableau data sources, AGENTS.md and your git repo Bag of words

Monitor AI and data operations

Full observability into queries, feedback, and context — powering self-learning and high quality AI results Bag of words