Arize AI vs Fiddler AI

“Auditable Governance Every enforcement decision is recorded with who triggered it and what happened, giving you audit evidence ready for GRC standards and AI regulations.”

“See the performance of all your agents in a single pane of glass. See every action, token, and dollar by user and team for fleet-wide intelligence”

“The Only Inline Enforcement At The Agent’s Request And Response Path Detects and redacts PII, PHI, and secrets on the same request: before a prompt reaches the model, and before a response reaches the developer.”

“Auditable Governance Every enforcement decision is recorded with who triggered it and what happened, giving you audit evidence ready for GRC standards and AI regulations.”

“Fiddler AI Named in: Forrester, The Agentic Control Plane Solutions Landscape, Q2 2026 Forrester, The Responsible AI Solutions Landscape, Q2 2026 Gartner, Market Guide for AI Evaluation and Observability Platforms, February 2026 IDC ProductScape: Worldwide Generative AI Governance Platforms, 2025”

“Fiddler AI: AI Control Plane for Enterprise Agents | Observability & Security”

“Who uses Fiddler AI? Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services , healthcare , insurance , and government . Within these organizations, the typical users are software and AI engineers, data scientists, platform and DevOps teams, and security and compliance teams responsible for keeping agents and predictive models accurate, safe, and compliant across their lifecycle.”

“Fiddler AI Named in: Forrester, The Agentic Control Plane Solutions Landscape, Q2 2026 Forrester, The Responsible AI Solutions Landscape, Q2 2026 Gartner, Market Guide for AI Evaluation and Observability Platforms, February 2026 IDC ProductScape: Worldwide Generative AI Governance Platforms, 2025”

“Zero Data leaving your network”

“We offer three plans, and we work with customers to find the right fit based on their specific use cases and needs, rather than a one-size-fits-all package. The Free plan includes real-time guardrails powered by Fiddler Centor Models at under 80ms latency , protecting against hallucinations, toxicity, PII/PHI, prompt injection, and jailbreak attempts. The Developer plan is usage-based at $0.002 per trace and adds unified observability for agentic and predictive systems, custom evaluators, and SSO. The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding.”

“The Developer plan is usage-based at $0.002 per trace”

“We offer three plans, and we work with customers to find the right fit based on their specific use cases and needs, rather than a one-size-fits-all package. The Free plan includes real-time guardrails powered by Fiddler Centor Models at under 80ms latency , protecting against hallucinations, toxicity, PII/PHI, prompt injection, and jailbreak attempts. The Developer plan is usage-based at $0.002 per trace and adds unified observability for agentic and predictive systems, custom evaluators, and SSO. The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding.”

“The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding.”

“Fiddler is model- and cloud-agnostic, working across Azure OpenAI, Amazon Bedrock, LangGraph, and 100+ other providers”

“Built for the Enterprise and Government Security and scale in SaaS, VPC, and AWS GovCloud.”

“Customer Centric White-glove support at every stage of your AI journey, backed by our engineering and data science expertise to align AI deployments with business outcomes.”

“AWS Preferred Partner Run Fiddler AI Observability securely within Amazon SageMaker Studio.”

“Fortune 100 organizations use Fiddler to deliver high performance agentic and predictive applications, protect from costly risks, and maximize ROI.”

“Fortune 100 organizations use Fiddler to deliver high performance agentic and predictive applications, protect from costly risks, and maximize ROI.”

“Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services , healthcare , insurance , and government .”

“Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services , healthcare , insurance , and government .”