Fiddler AI Control Plane for Enterprise Agents

What is Fiddler AI: Overview

Fiddler AI is an enterprise-focused AI observability and governance platform built to help organizations manage predictive models, generative AI systems, and agentic AI applications in production environments. The platform provides centralized visibility into AI performance, model behavior, decision lineage, and operational risks across the entire AI lifecycle.

The platform includes tools for monitoring, explainability, guardrails, compliance management, and root-cause analysis. Businesses can use Fiddler to track model drift, detect harmful outputs, monitor fairness metrics, and enforce governance policies for AI deployments. It also supports audit trails and compliance workflows aligned with regulations and enterprise governance requirements.

Fiddler is used across industries including finance, healthcare, insurance, advertising, and enterprise SaaS. The company positions its platform as an “AI Control Plane” for managing AI systems with improved transparency, security, and operational oversight.

Key Features of Fiddler AI

• AI observability for machine learning models, LLMs, and AI agents
• Guardrails for detecting harmful, unsafe, or policy-violating AI outputs
• Root-cause analysis and decision lineage tracking
• AI governance, compliance, and audit trail management
• Monitoring for drift, fairness, safety, and model performance metrics

How to Use Fiddler AI: Step-by-Step

Here are the simple steps to start using the Fiddler.ai app.

Step 1. Sign up or request a demo through the official website

Step 2. Connect your AI models, LLM applications, or agentic systems

Step 3. Configure monitoring and observability settings

Step 4. Set guardrails, alerts, and governance policies

Step 5. Analyze dashboards for performance, fairness, safety, and drift metrics

Step 6. Use audit trails and reporting features for compliance workflows

Use Cases of Fiddler AI

• Monitoring enterprise machine learning models in production
• Governing generative AI and AI agent workflows
• Detecting drift, hallucinations, and unsafe outputs in LLMs
• Supporting AI compliance and regulatory reporting
• Improving AI transparency and operational oversight across teams

Target Audience of Fiddler AI

• Enterprise AI teams
• Machine learning engineers
• MLOps and platform engineering teams
• Compliance and governance professionals
• Data science teams
• Regulated industries such as finance, healthcare, and insurance

Fiddler AI Pricing

1. Free – Run free guardrails (Real-time guardrails to detect harmful exposure)

2. Developer – Request demo (Ship faster and maximize ROI)

3. Enterprise – Contact sales (Governance and safety at enterprise scale)