G2 Vendor Directory

Liminal AI vs. Arize AX

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

MetricLiminal AI

by Liminal

Arize AX

by Arize AI

Overall rating4.24.4
Review count2576
Ease of use8.38.8
Ease of setup8.78.8
Quality of support8.29.0
Meets requirements8.78.9
NPS41.66666748.684211
Small Business56.0%38.7%
Mid-Market44.0%41.3%
Enterprise0.0%20.0%
Total page views1581,170
Total LLM citations10657

Liminal AI

Liminal is the way enterprises securely run AI. Liminal is a secure AI enablement platform that acts as a central hub for organizations to safely access and administer AI. Employees get unlimited access to the latest models from every leading provider through a single platform. Security and compliance teams get policy enforcement, data protection, and complete visibility into every interaction.

Pros

    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