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Arize AI
by Arize AI
ML observability and LLM monitoring platform
Arize AI provides comprehensive ML model monitoring with specialized LLM observability features. Tracks model performance, data drift, and provides root cause analysis for production ML systems.
Ease of Use
7/10
Community
7/10
Performance
8/10
Documentation
8/10
🎯 Key Features
Model performance monitoring
Data drift detection
Embedding visualization
Prompt/response tracking
Retrieval analysis (RAG)
Custom metrics
Anomaly detection
Root cause analysis
LLM cost tracking
Strengths
Enterprise-grade monitoring
Excellent drift detection
Strong embedding analysis
RAG-specific features
Comprehensive dashboards
Limitations
Higher price point
Steeper learning curve
Overkill for simple apps
Complex setup
Best For
- Enterprise ML teams
- Production LLM systems
- RAG applications
- Multi-model deployments