G2 Vendor Directory

Databricks vs. Arize AX

A side-by-side comparison based on G2 review data.

MetricDatabricks

by Databricks Inc.

Arize AX

by Arize AI

Overall rating4.64.4
Review count1,38876
Ease of use8.98.8
Ease of setup8.78.8
Quality of support8.99.0
Meets requirements9.18.9
NPS77.85136148.684211
Small Business15.1%38.7%
Mid-Market37.6%41.3%
Enterprise47.2%20.0%
Total page views16,3401,170
Total LLM citations14,031657

Databricks

Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian, Unilever, and 70% of the Fortune 500 — rely on the Databricks Data + AI Platform to build and scale data and AI apps, analytics, and agents. Headquartered in San Francisco with 30+ offices around the globe, Databricks offers a unified platform that includes Genie, Lakebase, Agent Bricks, Lakeflow, Lakehouse, and Unity Catalog.

Pros

  • Features
  • Ease of Use
  • Integrations
  • Collaboration
  • Analytics
  • Easy Integrations

Arize AX

Arize AI is the continual learning and AI engineering platform for observing, evaluating, and improving AI agents and LLM applications across development and production. Trusted by leading AI startups, 25% of Fortune 100 companies, and 150+ enterprises, including Uber, DoorDash, Reddit, and Atlassian. Traditional APM tells teams whether an application is fast and available. Arize goes further, showing whether an AI system behaved as intended and delivered a high-quality, trustworthy response. OBSERVE how your agents actually behave.

Pros

  • Features
  • Ease of Use
  • Easy Integrations
  • User Interface
  • Capabilities
  • Data Visualization