Deploy an AI Analyst in minutes

Name: Bag of words
Rating: 4.8 (100 reviews)
Author: Bag of words

Connect any LLM to any data source with centralized context management, observability, and control.

Deploy Now bagofwords

Supporting PostgreSQL

and more...

Analytics

Ask, refine, and get results

By combining structured planning, observations, and logic, Bag of words delivers fast, trustworthy and deep analytics and reports from any data source, in seconds. Ask once, refine naturally, and get results you can explain.

Ask for specific data or open ended explorations
Design and share beautiful, rich, and interactive reports
Structured planning, observations, and logic.

Tailored

Customize Context

Control and evolve your AI context. A living system of record for your business logic, data relationships, and domain knowledge.

Create custom instructions and AI rules with approval workflows
Ingest from dbt, Tableau, code, AGENTS.md, and have AI continiously maintain and monitor your context
AI will auto suggest improvements and updates to your context based on feedback and user requests

Manage Context

To forecast cloud costs, use the last 90 days of ...

✨ AI Generated

When calculating ARR, multiply total MRR by 12. include ...

DAU: count distinct active users who performed at least ...

✓ Enriched with

AGENTS.md

Monitored

Monitor and observe your AI Analyst

Monitor and observe your AI Analyst with a comprehensive suite of tools for monitoring activity, performance, and quality. Ensure your AI Analyst operates efficiently and accurately.

Get high level performance metrics including context coverage, AI accuracy
See detailed agent traces, decisions, and frequent tables queried
Collect and track user feedback to improve AI accuracy

Observability Dashboard

Agent Accuracy

98% ↑12%

AI Clarifications

24 ↓8%

Agent Errors

3 ↑2

User Feedback

96% ↑6%

Context Coverage

AI Analyst Accuracy

Open Architecture

Any data, any LLM

Integrate with your existing tools and workflows. Connect to any data source, any LLM, and to your existing data infrastructure with native integration to tools like dbt, git, lookml, and more.