Fiddler AI
Monitor model drift, detect bias, and explain ML/LLM decisions in production.
Fiddler provides production monitoring for machine learning and LLM systems, focusing on model drift detection, fairness assessment, and explainability. Organizations use it to continuously validate model behavior, identify bias, and maintain compliance with AI governance requirements. Enables real-time observability into model performance and fairness metrics across the ML lifecycle.
Adjacent tooling.
Aporia
Monitor, test, and safeguard LLMs in production with observability and guardrails.
DataRobot
Real-time AI governance, monitoring and compliance platform for enterprises.
Earthian AI
Enterprise risk management platform purpose-built for AI systems.
IBM watsonx.governance
Unified AI governance platform for model lifecycle management and compliance tracking.
Lakera
LLM security and guardrails for enterprise AI deployment risk management.
Lumenova AI
Enterprise platform automating AI governance, risk assessment, and fairness monitoring.