Fiddler AI

What is Fiddler AI?

Fiddler AI provides enterprises with a unified platform to monitor, explain, and analyze the performance and behavior of machine learning models and large language models in production environments. 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 multiple deployment environments including on-premises and cloud, helping organizations maintain compliance, reduce risk, and optimize AI system performance.

Key Features

• Centralized Model Monitoring

  Track performance, stability, fairness, and safety metrics across predictive and generative AI models in real-time.

• Explainability and Root Cause Analysis

  Provide transparent explanations for model decisions and quickly diagnose underlying causes of performance issues.

• Multi-Environment Support

  Operate seamlessly across on-premises setups, multiple cloud providers, and various AI model types including tabular, NLP, computer vision, and LLMs.

• Risk and Compliance Management

  Detect adversarial attacks, data leakage, and bias to ensure secure, fair, and compliant AI deployments.

• Cost and Efficiency Insights

  Monitor operational metrics such as latency, usage costs, and session lengths to optimize AI resource allocation.

Use Cases

• AI Model Governance : Enable enterprises to maintain trust and compliance by monitoring AI fairness, safety, and regulatory adherence.
• LLM and Generative AI Monitoring : Ensure accuracy, reduce hallucinations, and maintain safety in large language model applications like chatbots and internal copilot tools.
• Fraud Detection and Risk Management : Identify anomalies and adversarial threats in real-time to protect sensitive data and improve fraud detection models.
• Insurance Claims Automation : Improve claims processing accuracy and transparency using explainable AI for both tabular and image-based models.
• Financial Services Optimization : Optimize premium pricing, product bundling, and personalized recommendations with explainable predictive models.

FAQs