Fiddler AI

Fiddler AI is an advanced AI observability and monitoring platform that helps organizations understand, explain, and control machine learning and large language models in production. It provides deep insights into model behavior, detecting issues like bias, data drift, and performance drops in real time. The platform supports multiple AI model types including tabular data, NLP, computer vision, and generative AI, enabling enterprises to build trusted, fair, and responsible AI systems with enterprise-grade security and scalable monitoring across cloud and on-prem environments.

Key Features:

• Unified monitoring across ML, LLM, and AI agents with real-time alerts and diagnostics.
• Explainable AI with root cause analysis to clarify why models make specific predictions.
• Comprehensive risk and compliance management including bias detection and safety guardrails.
  Multi-cloud and on-prem support with flexible deployment and integration options.

Use Cases:

• AI governance and regulatory compliance for transparent, accountable AI deployment.
• Monitoring and improving performance of generative AI applications and chatbots.
• Fraud detection, financial services optimization, and insurance claims automation with explainability.

Technical Specifications:

• Integrates with popular ML frameworks like TensorFlow, PyTorch, SageMaker, Scikit-learn, and supports LLMs like OpenAI and Llama.
• Cloud-agnostic deployment on AWS, Azure, Google Cloud, or private clouds with real-time streaming and batch data ingestion.
• Enterprise-grade security including SOC2 Type 2 compliance, role-based access control, and customizable guardrails.