AI Monitoring & Observability
41 vendors curated. Independent ranking, no paid placement.
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.
ModelOp
AI ethics platform for model monitoring, bias detection, and governance.
Robust Intelligence
AI security platform detecting adversarial vulnerabilities and model failures.
Sardine
AI risk management for fraud detection with governance oversight.
Teramind
Endpoint AI monitoring for insider threat detection and shadow AI governance.
Theta Lake
Monitor AI risks in enterprise collaboration platforms with compliance automation.
Azure AI Content Safety
Content moderation API detecting harmful AI outputs in real-time.
Arize AI
Monitor LLM and ML model performance, detect drift, and debug issues in production.
Evidently AI
ML monitoring and testing platform for model performance, bias, and data drift.
Langfuse Documentation
Open-source LLM observability platform for monitoring AI performance and managing evaluation datasets.
LangSmith
Trace, debug, and monitor LLM applications for transparency and risk control.
NannyML
Post-deployment ML monitoring for data drift, performance degradation, and model behavior.
Weights & Biases
ML experiment tracking and model monitoring for governance and compliance.
WhyLabs
Monitor AI models in production for data drift, quality issues, and performance degradation.
ML.ENERGY Leaderboard
Track ML model energy consumption and environmental impact.
Resemble.AI Deepfake Incident Database
Deepfake incident tracking database for AI risk monitoring and governance.
TensorBoard Projector
Interactive visualization tool for understanding neural network embeddings and model behavior.
TensorFlow Extended (TFX)
Production ML pipeline framework with model governance and monitoring capabilities.
AccuKnox
AI risk management platform securing and governing AI systems in production.
AIM Security
AI security posture management and risk tracking for enterprises.
Airia
AI deployment platform with built-in governance and compliance controls.
Apollo Research
AI safety research platform for interpretability and risk assessment.
Asenion
End-to-end AI model governance and development lifecycle management platform.
Bigeye
Data observability platform ensuring AI model reliability and data quality.
Cranium
Security and compliance posture management for AI/ML environments.
Daiki
Centralized EU AI Act compliance, risk management, and monitoring platform
Dynamo AI
Privacy-first platform for secure AI development, deployment, and real-time monitoring.
FairNow
Continuous fairness monitoring and bias remediation for high-stakes AI systems.
Fiddler AI
Monitor model drift, detect bias, and explain ML/LLM decisions in production.
Harmonic Security
Identifies and secures sensitive data exposure in GenAI applications.
HiddenLayer
Adversarial attack detection and ML model security for compliance-required risk management.
Lasso Security
Runtime security and guardrails for LLM applications in production.
Maxim AI
AI evaluation and observability platform for governance in production.
METR
AI safety evaluations and autonomous agent testing for governance.
Monitaur
Model monitoring with audit trails for regulated AI systems.
Prompt Security
Detects and prevents prompt injection attacks and data leakage in AI applications.
WitnessAI
Control shadow AI, runtime governance, and agentic systems across your organization.