Fiddler AI
The Unified Observability Platform for AI.
Overview
Fiddler AI provides a unified platform to monitor, explain, and analyze the performance and behavior of machine learning models and large language models in production. It supports diverse AI applications by delivering actionable insights, root cause analysis, and fairness monitoring to ensure responsible and reliable AI operations. The platform integrates with various deployment environments, including on-premises and cloud, helping organizations maintain compliance, reduce risk, and optimize AI system performance. Fiddler's Explainable AI is a core component, aiming to build trustworthy AI solutions.
✨ Key Features
- AI Observability and Model Monitoring
- LLM and Agentic Observability
- Explainable AI (XAI) with Shapley values
- Bias and Fairness Assessment
- Root Cause Analysis
- Customizable Dashboards and Alerting
🎯 Key Differentiators
- Deep focus on explainable AI (XAI) and root cause analysis
- Unified platform for both predictive and generative AI
- Strong capabilities in fairness and bias monitoring
Unique Value: Enables organizations to build trust in their AI systems by providing deep visibility and understanding of model behavior, ensuring fairness, and maintaining performance.
🎯 Use Cases (5)
✅ Best For
- AI model governance and risk management
- Fraud detection and financial services
- Monitoring and explaining generative AI applications
💡 Check With Vendor
Verify these considerations match your specific requirements:
- Early-stage R&D teams focused primarily on model training
- Organizations without a need for deep model explainability or fairness monitoring
🏆 Alternatives
Offers more advanced explainability and fairness capabilities compared to some competitors, with a strong focus on providing actionable insights for model improvement.
💻 Platforms
🔌 Integrations
🛟 Support Options
- ✓ Email Support
- ✓ Live Chat
- ✓ Phone Support
- ✓ Dedicated Support (Enterprise tier)
🔒 Compliance & Security
💰 Pricing
✓ 14-day free trial
🔄 Similar Tools in AI Infrastructure Management
AWS SageMaker
A fully managed service that provides every developer and data scientist with the ability to build, ...
Google Vertex AI
A managed machine learning platform that allows developers and data scientists to accelerate the dep...
Azure Machine Learning
A cloud-based environment you can use to train, deploy, automate, manage, and track ML models....
Databricks
A unified data analytics platform that combines data engineering, data science, and machine learning...
MLflow
An open-source platform to manage the ML lifecycle, including experimentation, reproducibility, depl...
Kubeflow
An open-source project dedicated to making deployments of machine learning workflows on Kubernetes s...