CISO Tribune

Vendor comparison · 2 companies

Fiddler AI vs Socure

Fiddler AI sells the AI Control Plane, a platform for first-party and third-party agents from the creation layer to production. Socure sells an identity and risk platform designed to make risk decisions in real time across the user journey. CISO Tribune files both under AI model and agent security. 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
  • Socure
Fiddler AI vs Socure: 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.aiSocureSocure sells an identity and risk platform designed to make risk decisions in real time across the user journey.socure.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.
  • RiskOS[1][4][15]RiskOS is used to build a risk stack that covers fraud, compliance and trust.
  • Sigma First-Party Fraud[7]Sigma First-Party Fraud is used with cross-institution intelligence to expose hidden risk and stop abuse.
  • Socure Verify[1][8]Socure Verify automates the customer onboarding process.
  • Predictive DocV[1][9]Predictive DocV combines patented fake ID detection, biometric verification and Level 2 liveness.
  • Digital Intelligence[1][10]Digital Intelligence binds an identity with associated devices, online behavior and historical consumer interactions.
  • Global Watchlist Screening with Monitoring[13]Global Watchlist Screening with Monitoring uses AI and machine learning for matching and compliance processes.
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]Privately held[14][18]
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]
  • August 11, 2026Socure was named to the 2026 Inc. 5000 list of fastest growing private companies for the fifth consecutive year.[14]
  • June 25, 2026Socure appointed Mark Carter as its Chief Information Security Officer.[17]
  • May 7, 2026Socure appointed Chung-Man Tam as Chief Product Officer and Pablo Abreu as its first Chief AI and Innovation Officer.[16]
  • February 3, 2026Socure launched SocureGov RiskOS, a government-focused identity and fraud platform that is now FedRAMP Moderate authorized.[15]
G2 and Gartner Peer Insights
  • G2: listed, seen November 10, 2026[12]
  • Gartner Peer Insights: Not stated on its pages
  • G2: listed, seen November 10, 2026[18]
  • 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, Socure sells to customers whose problems range from workforce to prediction markets. Socure's cross-industry consortium data covers organizations across financial services, gaming and eCommerce. Graph Intelligence is aimed at fraud and data science teams. Digital Intelligence is aimed at financial institutions.
Last verified
November 6, 2026November 5, 2026

Where they overlap

  • Fiddler AI and Socure are both filed under AI model and agent security.
  • Both are privately held.

Where they differ, field by field

  • Fiddler AI's primary category is AI model and agent security; Socure's is Identity verification.
  • Fiddler AI is also filed under AI governance and AI firewalls and guardrails. Socure is also filed under Fraud prevention.
  • Fiddler AI lists Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. Socure lists RiskOS, Sigma First-Party Fraud, Socure Verify, Predictive DocV, Digital Intelligence and 1 more.
  • Fiddler AI was founded in 2018.

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: Socure

What RiskOS does[1][4][15]
Socure Launch is a self-serve entry point into RiskOS. RiskOS includes a dynamic workflow builder with a no-code interface, third-party data integrations and real-time testing.
What Sigma First-Party Fraud does[7]
A dispute abuse model and real-time risk score identify identities likely to exploit dispute processes across organizations. Instant alerts are sent when a consumer's risk profile changes.
What Predictive DocV does[1][9]
Predictive Document Verification (DocV) 3.0 includes a capture experience, a forensic engine and data extraction. DocV can be combined with Socure's full stack of identity, fraud and compliance solutions.
What Digital Intelligence does[1][10]
Digital Intelligence can be integrated through a RESTful API interface and client-side SDKs for iOS, Android and JavaScript. Device intelligence gathers device attributes, history, velocity metrics and risk indicators to identify compromised devices, proxies, VPNs and more.
What Global Watchlist Screening with Monitoring does[13]
Customers can screen, monitor and disposition customers in real time against sanctions, enforcement lists, politically exposed persons databases, adverse media information and custom lists. All parties in a payment can be screened in a single API call in real time.

Questions about Fiddler AI and Socure

What do Fiddler AI and Socure sell?
Fiddler AI sells Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. Socure sells RiskOS, Sigma First-Party Fraud, Socure Verify, Predictive DocV, Digital Intelligence and 1 more.
Are Fiddler AI and Socure in the same category?
They share AI model and agent security. Fiddler AI's primary category is AI model and agent security and Socure's is Identity verification.
When were Fiddler AI and Socure founded?
Fiddler AI was founded in 2018.
Who owns Fiddler AI and Socure?
Fiddler AI is privately held. Socure is privately held.
Who are Fiddler AI and Socure 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, Socure sells to customers whose problems range from workforce to prediction markets.
What have Fiddler AI and Socure announced recently?
January 27, 2026: Fiddler AI announced a $30 million Series C funding round led by RPS Ventures. August 11, 2026: Socure was named to the 2026 Inc. 5000 list of fastest growing private companies for the fifth consecutive year.

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

Socure full record

  1. [1]socure.comSocure · socure.com · undated page, accessed November 5, 2026 · Tier A
  2. [2]Strategic growth investment fravity acquisitionSocure · socure.com · undated page, accessed November 5, 2026 · Tier A
  3. [3]Identity Verification Platform for AI Risk Decisioning | SocureSocure · undated page, accessed November 10, 2026 · Tier A
  4. [4]RiskOS®: Data Orchestration Platform & Risk Decisioning | SocureSocure · undated page, accessed November 10, 2026 · Tier A
  5. [5]Third-Party Fraud Detection Software | Sigma Identity Fraud V4.5Socure · undated page, accessed November 10, 2026 · Tier A
  6. [6]Synthetic Identity Fraud Detection | Sigma Synthetic V4.5 | SocureSocure · undated page, accessed November 10, 2026 · Tier A
  7. [7]Sigma First-Party Fraud Detection Software | SocureSocure · undated page, accessed November 10, 2026 · Tier A
  8. [8]KYC Verification Software | Socure VerifySocure · undated page, accessed November 10, 2026 · Tier A
  9. [9]Document Verification Software for Onboarding | SocureSocure · undated page, accessed November 10, 2026 · Tier A
  10. [10]Device Intelligence Software for Fraud Prevention | SocureSocure · undated page, accessed November 10, 2026 · Tier A
  11. [11]Identity Graph Intelligence: Actionable Insights for Fraud PreventionSocure · undated page, accessed November 10, 2026 · Tier A
  12. [12]Email Risk Score Software for Fraud Teams | SocureSocure · undated page, accessed November 10, 2026 · Tier A
  13. [13]Sanctions Screening Software for Compliance | SocureSocure · undated page, accessed November 10, 2026 · Tier A
  14. [14]Socure Named to Inc. 5000 for Fifth Consecutive YearSocure · published August 11, 2026 · Tier A
  15. [15]Socure Launches SocureGov RiskOS® for Government FraudSocure · published February 3, 2026 · Tier A
  16. [16]Socure Names New CPO and Chief AI OfficerSocure · published May 7, 2026 · Tier A
  17. [17]Socure Reinforces Security-First Strategy with Chief Information Security Officer AppointmentBusiness Wire · published June 25, 2026 · Tier A
  18. [18]RiskOS - Socure ReviewsG2 · undated page, accessed November 10, 2026 · Tier C

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