Arize AI

The ML Observability Platform.

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Overview

Arize AI is a machine learning observability platform that helps teams monitor, troubleshoot, and explain their AI models in production. It provides tools for tracking model performance, detecting drift and data quality issues, and understanding model predictions, with specific capabilities for large language models.

✨ Key Features

  • ML Observability and Monitoring
  • Drift Detection and Data Quality Monitoring
  • Performance Monitoring and Root Cause Analysis
  • Model Explainability and Fairness
  • LLM-specific monitoring for RAG and other applications
  • Open-source library (Phoenix)

🎯 Key Differentiators

  • Focus on ML observability and explainability
  • Strong capabilities for monitoring LLM applications

Unique Value: Arize AI provides the tools and insights that teams need to confidently deploy and manage their machine learning models, including LLMs, in production, ensuring performance, reliability, and fairness.

🎯 Use Cases (4)

Monitoring the performance of machine learning models in production Detecting and diagnosing issues with model performance, such as drift and data quality problems Explaining model predictions to understand their behavior and ensure fairness Monitoring and troubleshooting LLM applications, including RAG systems

✅ Best For

  • Production monitoring of fraud detection models
  • Drift detection for demand forecasting models
  • Explainability for credit scoring models
  • Observability for LLM-powered customer support bots

💡 Check With Vendor

Verify these considerations match your specific requirements:

  • Building and training machine learning models from scratch

🏆 Alternatives

WhyLabs Fiddler AI Arthur

Compared to other MLOps platforms, Arize AI offers a deeper and more specialized set of tools for the specific challenges of ML observability and explainability.

💻 Platforms

Web API Self-hosted

✅ Offline Mode Available

🔌 Integrations

AWS SageMaker Google Vertex AI Databricks MLflow LangChain API

🛟 Support Options

  • ✓ Email Support
  • ✓ Live Chat
  • ✓ Phone Support
  • ✓ Dedicated Support (Enterprise tier)

🔒 Compliance & Security

✓ SOC 2 ✓ HIPAA ✓ BAA Available ✓ GDPR ✓ SSO ✓ SOC 2 Type II ✓ HIPAA

💰 Pricing

$500.00/mo
Free Tier Available

✓ 14-day free trial

Free tier: Free tier with limited usage and features.

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