What is Arize?
Arize provides a unified platform for AI observability and evaluation, bridging the gap between development and production. It enables a data-driven iteration cycle where real production data informs development, and continuous monitoring ensures alignment with trusted evaluations.
The platform offers comprehensive features such as GenAI tracing, automated evaluation, production monitoring, prompt & evaluation IDE, annotations & labeling and root cause analysis. These tools help AI teams gain visibility, iterate collaboratively, and deliver optimized AI solutions.
Features
- GenAI Tracing: Instant, end-to-end AI visibility with seamless OTEL instrumentation.
- Automated Evaluation: Offline and online checks with LLM-as-a-Judge insights.
- Production Monitoring: Real-time monitoring with automated anomaly detection and root cause analysis.
- Prompt & Evaluation IDE: Integrated tools for prompt engineering and evaluation.
- Annotations & Labeling: Combines human expertise with automated workflows.
- Root Cause Analysis (RCA): Pinpoint model failures and identify underperforming slices.
- Embeddings Monitoring: Track embedding drift across NLP, computer vision, and multi-modal models.
- Performance Optimization: Improve model performance with better data curation and A/B testing.
Use Cases
- Accelerating development of AI applications and agents.
- Debugging AI agents and identifying root causes of issues.
- Improving model performance through data-driven iteration.
- Monitoring AI models in production for anomalies and drift.
- Evaluating AI agents from development to production.
- Optimizing prompts and evaluations.
- Generating high-quality labels and annotations.
- Analyzing critical data patterns and identifying edge cases.
