CISO Tribune

Vendor comparison · 2 companies

Fiddler AI vs TrustArc

Fiddler AI sells the AI Control Plane, a platform for first-party and third-party agents from the creation layer to production. TrustArc sells data privacy management software and privacy consulting services. CISO Tribune files both under AI governance. This page sets the two records side by side: what each sells, where it is based, who owns and funds it, the customers it names and its recent news, each fact numbered to its source.

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Up to four companies side by side.

  • Fiddler AI
  • TrustArc
Fiddler AI vs TrustArc: Products, Customers and Funding Compared
Fiddler AIFiddler AI sells the AI Control Plane, a platform for first-party and third-party agents from the creation layer to production.fiddler.aiTrustArcTrustArc sells data privacy management software and privacy consulting services.trustarc.com
What it sells
  • Agentic Observability[2][4]Monitors every layer of the agentic hierarchy, from application health to agent interactions to individual spans.
  • ML Observability[2][5]Detects data and concept drift in predictive models and provides root cause analysis and fairness metrics.
  • Fiddler Centor Models[2][3][6]Power guardrails and evaluations in-environment, with no external LLM API calls.
  • Agent Registry[7]Lists every agent application in Fiddler, including first-party, third-party and coding agents.
  • PrivacyCentral[3][5]PrivacyCentral automates privacy compliance management using pre-defined controls mapped to privacy and security laws.
  • Trust Center[3][6]Trust Center is a no-code hub for privacy, security, legal and compliance documents, disclosures and policies.
  • Program Builder[1][3]Program Builder guides users to a prioritized, expert-built privacy program plan.
Categories
Headquarters
Not stated on its pagesSan Francisco Bay Area, United States[2]
Founded
2018[1]Not stated on its pages
Ownership and funding
Privately held[12]Not stated on its pages
Named customers
Not stated on its pagesNot stated on its pages
Recent news
  • January 27, 2026Fiddler AI announced a $30 million Series C funding round led by RPS Ventures.[1]
  • December 18, 2025TrustArc announced the general availability of Arc, an evolution of its platform for managing privacy compliance.[9]
G2 and Gartner Peer Insights
  • G2: listed, seen November 10, 2026[12]
  • Gartner Peer Insights: Not stated on its pages
  • G2: listed, seen October 29, 2026[4]
  • Gartner Peer Insights: Not stated on its pages
Who it fits
From its own pages, Fiddler AI sells mainly to organizations deploying AI agents and predictive models, across all industries and in regulated industries such as financial services, healthcare, insurance and government. The typical users are software and AI engineers, data scientists, platform and DevOps teams, and security and compliance teams. Its pages address insurers, healthcare organizations and financial institutions deploying AI across underwriting, fraud and trading. Deployment options on the Enterprise plan are SaaS, VPC or on-premises.From its own pages, TrustArc sells mainly to privacy, legal and compliance teams that need to meet global privacy regulations. TrustArc describes under-resourced internal legal teams, privacy offices and lone privacy officers as customers for its consulting. Its customer quotes come from roles such as chief compliance officer and data protection officer.
Last verified
November 6, 2026November 2, 2026

Where they overlap

  • Fiddler AI and TrustArc are both filed under AI governance.

Where they differ, field by field

  • Fiddler AI's primary category is AI model and agent security; TrustArc's is Privacy management.
  • Fiddler AI is also filed under AI firewalls and guardrails.
  • Fiddler AI lists Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. TrustArc lists PrivacyCentral, Trust Center and Program Builder.
  • TrustArc is headquartered in San Francisco Bay Area, United States.
  • Fiddler AI was founded in 2018.
  • Fiddler AI is privately held.

What it sells: Fiddler AI

What Agentic Observability does[2][4]
Fiddler Agentic Observability monitors every layer of the agentic hierarchy from application health to agent interactions to individual spans. Fiddler gives aggregated and granular visibility from application to session to agent to trace to span.
What ML Observability does[2][5]
Fiddler ML Observability provides root cause analysis and fairness metrics such as disparate impact, demographic parity and equal opportunity. Fiddler tracks performance, drift, data integrity and model bias to observe and improve model health.
What Fiddler Centor Models does[2][3][6]
Fiddler Centor Models power guardrails and evaluations in-environment, with no external LLM API calls. Customers can choose Fiddler Centor Models that run in their environment, custom evaluators for domain-specific logic, or external judges for advanced reasoning.
What Agent Registry does[7]
Agent Registry lists every agent application in Fiddler, including first-party, third-party and coding agents. Fiddler records evaluation and policy outcomes with full traceability and generates audit evidence aligned with frameworks such as GDPR, HIPAA, NAIC, SR 11-7, NIST AI RMF, ISO/IEC 42001 and the EU AI Act.

What it sells: TrustArc

What PrivacyCentral does[3][5]
PrivacyCentral has over 20,000 pre-defined controls mapped across 140+ privacy and security laws and standards. It uses a controls-based framework and AI-powered functionality to identify compliance gaps and track progress. It connects compliance tasks to Jira and ticketing systems. It includes drag-and-drop dashboards for tracking KPIs.
What Trust Center does[3][6]
Teams can publish policies, sub-processor disclosures and terms of service in Trust Center. Sensitive files such as SOC2 reports can be kept behind permissions. Confirmed subscriptions sync to Consent & Preference Manager.
What Program Builder does[1][3]
Program Builder guides users to a prioritized, expert-built plan mapped to the Nymity framework. It is meant for standing up a new privacy program or maturing an existing one.

Questions about Fiddler AI and TrustArc

What do Fiddler AI and TrustArc sell?
Fiddler AI sells Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. TrustArc sells PrivacyCentral, Trust Center and Program Builder.
Are Fiddler AI and TrustArc in the same category?
They share AI governance. Fiddler AI's primary category is AI model and agent security and TrustArc's is Privacy management.
Where are Fiddler AI and TrustArc headquartered?
TrustArc is headquartered in San Francisco Bay Area, United States.
When were Fiddler AI and TrustArc founded?
Fiddler AI was founded in 2018.
Who owns Fiddler AI and TrustArc?
Fiddler AI is privately held.
Who are Fiddler AI and TrustArc sold to?
From its own pages, Fiddler AI sells mainly to organizations deploying AI agents and predictive models, across all industries and in regulated industries such as financial services, healthcare, insurance and government. From its own pages, TrustArc sells mainly to privacy, legal and compliance teams that need to meet global privacy regulations.
What have Fiddler AI and TrustArc announced recently?
January 27, 2026: Fiddler AI announced a $30 million Series C funding round led by RPS Ventures. December 18, 2025: TrustArc announced the general availability of Arc, an evolution of its platform for managing privacy compliance.

About Fiddler AI

Fiddler AI sells the AI Control Plane, a platform for first-party and third-party agents from the creation layer to production. Fiddler combines continuous evaluation, monitoring, enforceable policy and auditable governance for enterprises. Fiddler Centor Models power guardrails and evaluations in-environment, with no external LLM API calls.[2][3]

Fiddler Agentic Observability monitors every layer of the agentic hierarchy from application health to agent interactions to individual spans. Fiddler ML Observability provides root cause analysis and fairness metrics such as disparate impact, demographic parity and equal opportunity. Fiddler Guardrails enforce policy inline, at the agent's request and response path, in under 80ms. Fiddler detects and redacts PII, PHI and secrets on the same request, before a prompt reaches the model and before a response reaches the developer. 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. Fiddler tracks 100+ out-of-the-box and custom metrics including hallucination, toxicity, PII/PHI leakage and jailbreak attempts.[2][3][4][5][6]

Fiddler AI provides centralized governance and oversight for agents and predictive models across the enterprise, with a registry of your agents, enforced guardrails and the audit evidence needed to meet evolving regulatory requirements. Agent Registry lists every agent application in Fiddler, including first-party, third-party and coding agents. Fiddler records evaluation and policy outcomes with full traceability and generates audit evidence aligned with frameworks and regulations such as GDPR, HIPAA, NAIC, SR 11-7, NIST AI RMF, ISO/IEC 42001 and the EU AI Act. Guardrails run in your own environment, so prompts and responses never leave your infrastructure. Teams can monitor predictive models and agents for drift, bias and performance degradation, run deep diagnostics to find root causes, and create custom reports for MRM and compliance reviews. Fiddler extends governance to the creation layer, monitoring the IDE, CLI and MCP boundary to validate tool invocations against allowlists, scan for secrets, and prevent coding agents from committing insecure code or accessing unauthorized repositories.[5][7]

Fiddler is offered in SaaS, VPC and AWS GovCloud. Fiddler can be deployed in any secure cloud environment or air-gapped. Fiddler states it is SOC 2 Type II compliant, with role-based access control and SSO. Fiddler states it is HIPAA ready. Fiddler AI Observability can run within Amazon SageMaker Studio. Fiddler is model- and cloud-agnostic, working across Azure OpenAI, Amazon Bedrock, LangGraph and 100+ other providers. 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 flexible deployment of SaaS, VPC or on-premises, along with white-glove support with a named Customer Success Manager and customized onboarding.[3][5][8]

Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services, healthcare, insurance and government. The typical users are software and AI engineers, data scientists, platform and DevOps teams, and security and compliance teams. Fiddler positions its AI Observability and Security platform as the Unified AI Command Center for insurers. Fiddler provides a unified AI observability and security platform for healthcare organizations. Fiddler describes itself as the control plane for AI agents in financial services, covering monitoring, policy and governance. Financial institutions deploying AI across underwriting, fraud and trading rely on Fiddler for unified observability, policy enforcement and regulatory-ready audit trails. Fiddler monitors Natural Language Processing and Computer Vision models to track and get real-time alerts on anomalies and data drift. Fiddler explains predictions in ML models powering autonomous vehicles, such as aerial drones and unmanned underwater vehicles. Fortune 100 organizations use Fiddler for agentic and predictive applications. For customer-facing agents, Fiddler governs agents built in-house or integrated from third-party providers in a unified dashboard with audit evidence for GDPR, CCPA, HIPAA and NAIC compliance.[2][3][4][5][6][8][9][10]

Fiddler's founders began with explainability and then expanded to observability to track how models change over time. Fiddler describes itself today as the Control Plane for AI Agents. IQT first invested in Fiddler in 2019.[2][4][6][8][10][11]

Fiddler AI on the record

Sources

Fiddler AI full record

  1. [1]Fiddler Raises $30M Series C to Deliver the First Control Plane for AIFiddler AI · published January 27, 2026 · Tier A
  2. [2]fiddler.aiFiddler AI · fiddler.ai · undated page, accessed November 6, 2026 · Tier A
  3. [3]Fiddler AI: The Control Plane for Enterprise AI AgentsFiddler AI · undated page, accessed November 10, 2026 · Tier A
  4. [4]Fiddler AI Observability for Healthcare LLM ApplicationsFiddler AI · undated page, accessed November 10, 2026 · Tier A
  5. [5]Fiddler AI Control Plane for Financial Services | Fiddler AIFiddler AI · undated page, accessed November 10, 2026 · Tier A
  6. [6]Customer Experience AI Observability for Agents | Fiddler AIFiddler AI · undated page, accessed November 10, 2026 · Tier A
  7. [7]AI Governance, Risk Management, and Compliance (GRC) | Fiddler AIFiddler AI · undated page, accessed November 10, 2026 · Tier A
  8. [8]Fiddler AI Observability for Insurance LLM Applications | Fiddler AIFiddler AI · undated page, accessed November 10, 2026 · Tier A
  9. [9]AI Observability for Lending and Trading | Fiddler AIFiddler AI · undated page, accessed November 10, 2026 · Tier A
  10. [10]Government | Fiddler AIFiddler AI · undated page, accessed November 10, 2026 · Tier A
  11. [11]About Us | Fiddler AIFiddler AI · undated page, accessed November 10, 2026 · Tier A
  12. [12]Fiddler AI Reviews 2026: Details, Pricing, & FeaturesG2 · undated page, accessed November 10, 2026 · Tier C

TrustArc full record

  1. [1]trustarc.comTrustArc · trustarc.com · undated page, accessed September 27, 2026 · Tier A
  2. [2]Trustarc launches arc the ai powered privacy management platform built for modern teams 302646062TrustArc via PR Newswire · prnewswire.com · published December 18, 2025 · Tier A
  3. [3]Data Privacy Management Software & Solutions | TrustArcTrustArc · undated page, accessed October 29, 2026 · Tier A
  4. [4]TrustArc Reviews 2026: Details, Pricing, & FeaturesG2 · undated page, accessed October 29, 2026 · Tier C
  5. [5]Automated Data Privacy Compliance ManagementTrustArc · undated page, accessed November 4, 2026 · Tier A
  6. [6]Unified Trust Center | TrustArcTrustArc · undated page, accessed November 4, 2026 · Tier A
  7. [7]Data Privacy Program Consulting & Resources | TrustArcTrustArc · undated page, accessed November 4, 2026 · Tier A
  8. [8]Data Subject Request FormTrustArc · undated page, accessed November 4, 2026 · Tier A
  9. [9]TrustArc Launches Arc: The AI-Powered Privacy Management Platform Built for Modern TeamsTrustArc · published December 18, 2025 · Tier A

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