CISO Tribune

Vendor comparison · 2 companies

Fiddler AI vs Pangea

Fiddler AI sells the AI Control Plane, a platform for first-party and third-party agents from the creation layer to production. Pangea sells an AI Security Platform that Pangea says helps security teams secure AI from cloud to code. CISO Tribune files both under AI model and agent security and AI firewalls and guardrails. 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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  • Fiddler AI
  • Pangea
Fiddler AI vs Pangea: 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.aiPangeaPangea sells an AI Security Platform that Pangea says helps security teams secure AI from cloud to code.pangea.cloud
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.
  • AI Detection & Response[1][3][5]Gives security teams a view of AI activity across their organization, with policy enforcement and response actions.
Categories
Headquarters
Not stated on its pagesNot stated on its pages
Founded
2018[1]Not stated on its pages
Ownership and funding
Privately held[12]Owned by CrowdStrike since 2025[1][2][4][6]
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 15, 2025CrowdStrike made its Falcon AI Detection and Response module generally available, built on its acquisition of AI security startup Pangea.[6]
G2 and Gartner Peer Insights
  • G2: listed, seen November 10, 2026[12]
  • Gartner Peer Insights: Not stated on its pages
  • G2: listed, seen October 27, 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, Pangea sells mainly to security teams that want to secure AI from cloud to code. Pangea describes its collectors as covering cloud workloads, employee endpoints, and homegrown AI applications. Pangea says organizations can protect workforce AI use and ship secure AI applications faster. Its case study describes a unified security framework for AI applications built on the platform.
Last verified
November 6, 2026November 2, 2026

Where they overlap

  • AI model and agent security is the primary category of both Fiddler AI and Pangea; both are also filed under AI firewalls and guardrails.

Where they differ, field by field

  • Fiddler AI is also filed under AI governance.
  • Fiddler AI lists Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. Pangea lists AI Detection & Response.
  • Fiddler AI was founded in 2018.
  • Fiddler AI is privately held. Pangea is owned by CrowdStrike, since 2025.

How they differ

CISO Tribune files both Fiddler AI and Pangea under AI model and agent security as the primary category, and also under AI firewalls and guardrails. CISO Tribune also files Fiddler AI under AI governance. Fiddler Guardrails enforce policy inline in under 80ms, and Fiddler AI runs them in the customer's own environment. Pangea sells AI Detection & Response, deployed via collectors across cloud workloads, employee endpoints and homegrown AI applications, with policy enforcement and response actions. Both Fiddler AI and Pangea detect prompt injection and jailbreak attempts and redact PII.

Pangea is located in Palo Alto, CA, and has been owned by CrowdStrike since 2025. Fiddler AI was founded in 2018 and is privately held. On January 27, 2026, Fiddler AI announced a $30 million Series C funding round led by RPS Ventures, and IQT first invested in Fiddler in 2019. On December 15, 2025, CrowdStrike made its Falcon AI Detection and Response module generally available, built on its acquisition of Pangea.

Fiddler AI names organizations in financial services, healthcare, insurance and government among its users, and says Fortune 100 organizations use it. Pangea says it sells mainly to security teams protecting workforce AI use and AI applications.

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: Pangea

What AI Detection & Response does[1][3][5]
Pangea AI Detection & Response is deployed via collectors that integrate with existing tools and infrastructure. It gives security teams a picture of AI activity, AI threats and policy violations, and an audit trail to investigate them.

Questions about Fiddler AI and Pangea

What do Fiddler AI and Pangea sell?
Fiddler AI sells Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. Pangea sells AI Detection & Response.
Are Fiddler AI and Pangea in the same category?
Yes. AI model and agent security is the primary category of both on CISO Tribune.
When were Fiddler AI and Pangea founded?
Fiddler AI was founded in 2018.
Who owns Fiddler AI and Pangea?
Fiddler AI is privately held. Pangea is owned by CrowdStrike, since 2025.
Who are Fiddler AI and Pangea 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, Pangea sells mainly to security teams that want to secure AI from cloud to code.
What have Fiddler AI and Pangea announced recently?
January 27, 2026: Fiddler AI announced a $30 million Series C funding round led by RPS Ventures. December 15, 2025: CrowdStrike made its Falcon AI Detection and Response module generally available, built on its acquisition of AI security startup Pangea.

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

Pangea full record

  1. [1]Pangea | Security Guardrails for AI ApplicationsPangea · undated page, accessed September 27, 2026 · Tier A
  2. [2]Crowdstrike reports third quarter fiscal year 2026 financialCrowdStrike Holdings · ir.crowdstrike.com · published December 2, 2025 · Tier A
  3. [3]CrowdStrike Falcon AIDR: AI Detection & ResponseCrowdStrike · undated page, accessed October 27, 2026 · Tier A
  4. [4]Pangea.app Reviews & Product Details - G2G2 · undated page, accessed October 27, 2026 · Tier C
  5. [5]AI Detection & ResponsePangea · undated page, accessed November 3, 2026 · Tier A
  6. [6]CrowdStrike Debuts AI Detection And Response: 5 Big Things To KnowCRN · published December 15, 2025 · Tier B

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