Evidently AI
Shares tags: build, observability & guardrails, monitoring
AI Tool
Empower Your AI with Fiddler AI
Unleash advanced monitoring and observability tools tailored for enterprise-level AI systems.
Comprehensive real-time monitoring for both traditional and advanced AI models, ensuring peak performance.Customizable dashboards and reports that enable in-depth collaboration among MLOps and Data Science teams.Best-in-class explainable AI tools to enhance auditability and compliance for mission-critical applications.
Tags
BuildObservability & GuardrailsMonitoring
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overview
Overview of Fiddler AI
Fiddler AI is designed for enterprise organizations requiring robust monitoring and observability solutions for their machine learning operations. Our platform excels in providing the insights needed to maintain model accuracy, detect anomalies, and ensure compliance with regulatory standards.
- Supports giga-scale data and complex unstructured use cases.
- Empowers teams to manage production ML and AI systems with ease.
features
Key Features
Fiddler AI offers a suite of features specifically crafted to elevate your AI monitoring capabilities. From advanced explainability tools to real-time diagnostics, we ensure that your models remain transparent and accountable.
- Real-time performance monitoring for models and data.
- Highly customizable dashboards with interactive visualizations.
- Explainable AI capabilities including Shapley values and counterfactual analysis.
use_cases
Use Cases for Fiddler AI
Fiddler AI is ideal for organizations operating in high-stakes environments such as finance, healthcare, and regulations, where model compliance and performance are critical. Our platform caters to needs ranging from anomaly detection to compliance management.
- Monitoring mission-critical AI systems in regulated industries.
- Detecting bias and ensuring fairness in AI models.
- Visualizing model performance and drift for actionable insights.
Frequently Asked Questions
What types of AI models does Fiddler AI support?
Fiddler AI supports both traditional machine learning models and advanced unstructured models, including large language models (LLMs) and computer vision (CV) systems.
Is Fiddler AI suitable for small teams or startups?
Fiddler AI is primarily designed for enterprise MLOps and Data Science teams that manage production-level AI systems and require deep observability, security, and compliance.
How does Fiddler AI ensure compliance with regulations?
Fiddler AI offers best-in-class explainable AI tools and compliance features, including support for HIPAA, to help organizations meet regulatory requirements.