Alternatives to Databricks AI/BI
12 enterprise-ready natural language querying tools comparable to Databricks AI/BI, ranked by Xither's Enterprise Readiness score (compliance, deployment options, integration surface, and operational track record).
How the top alternatives to Databricks AI/BI compare
| Tool | Readiness | Pricing | Compliance | Deployment | Founded |
|---|---|---|---|---|---|
| Databricks AI/BI (baseline) | 56 / 100 · Established | Paid | None listed | Cloud | 2013 |
| Stemma AI Catalog | Not scored | Enterprise | None listed | Cloud, On-Premise, Hybrid | 2021 |
| Marquez Data Lineage | Not scored | Open Source | None listed | Cloud, On-Premise, Hybrid, Self-Hosted | 2018 |
| ThoughtSpot | 62 / 100 · Established | Paid | None listed | Cloud, Self-Hosted | 2012 |
| Atlan AI Data Catalog | 60 / 100 · Established | Enterprise | None listed | Cloud, Hybrid | 2019 |
| Bigeye Data Quality | 60 / 100 · Established | Enterprise | None listed | Cloud, Hybrid | 2019 |
| Secoda AI | 59 / 100 · Established | Freemium | None listed | Cloud, Self-Hosted | 2020 |
Stemma AI Catalog — is priced enterprise where Databricks AI/BI is paid, and offers on-premise / hybrid deployment.
Marquez Data Lineage — is priced open source where Databricks AI/BI is paid, and offers on-premise / hybrid / self-hosted deployment.
ThoughtSpot — scores 62 on Enterprise Readiness against Databricks AI/BI's 56, and offers self-hosted deployment.
Atlan AI Data Catalog — scores 60 on Enterprise Readiness against Databricks AI/BI's 56, is priced enterprise where Databricks AI/BI is paid, and offers hybrid deployment.
Bigeye Data Quality — scores 60 on Enterprise Readiness against Databricks AI/BI's 56, is priced enterprise where Databricks AI/BI is paid, and offers hybrid deployment.
Secoda AI — scores 59 on Enterprise Readiness against Databricks AI/BI's 56, is priced freemium where Databricks AI/BI is paid, and offers self-hosted deployment.
All Databricks AI/BI alternatives
Stemma AI Catalog
stemma.ai
Enterprise-grade analytics catalog with natural language query for data discovery and governance
Marquez Data Lineage
marquezproject.ai
Open source metadata service for data lineage and observability at enterprise scale.
ThoughtSpot
www.thoughtspot.com/
AgentSpot is an Agentic Workforce Platform that helps teams with analytics and business intelligence, powered by agents.
Atlan AI Data Catalog
atlan.com/ai/
This page describes the cookies used on the Atlan website, categorized by their function.
Bigeye Data Quality
www.bigeye.com/
Bigeye Data Quality offers an Enterprise AI Trust Platform built on lineage-enabled data observability technology.
Secoda AI
www.secoda.co/ai-data-analyst
AI-powered data agent to discover, document, govern, and analyze data
Lightup AI Data
www.lightup.ai/
Lightup provides enterprise data observability for continuous monitoring and validation of production data pipelines.
Validio AI Data
validio.io
Enterprise-grade natural language analytics for data-driven decision making
Anomalo Data Quality
www.anomalo.com/
Anomalo is an autonomous data system that monitors, investigates, surfaces, and reports on data using Agentic AI.
Defog
defog.ai
Specialized NL-to-SQL models with data privacy guarantees.
Vanna AI
vanna.ai
Open-source RAG-based NL-to-SQL framework.
BlazeSQL
www.blazesql.com
NL-to-SQL platform built for production reliability.