CISO Tribune

Vendor comparison · 2 companies

Fiddler AI vs Reco

Fiddler AI sells the AI Control Plane, a platform for first-party and third-party agents from the creation layer to production. Reco sells the Reco Platform, which gives security teams visibility into their entire third-party ecosystem so they can discover risks, prioritize what matters, and fix it. CISO Tribune files both under AI model and agent security and 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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  • Fiddler AI
  • Reco
Fiddler AI vs Reco: 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.aiRecoReco sells the Reco Platform, which gives security teams visibility into their entire third-party ecosystem so they can discover risks, prioritize what matters, and fix it.reco.ai
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.
  • Reco Platform[1][5]A connected platform that combines agent runtime, agent security and agent governance with shared app and identity context.
  • Agent Runtime[1]Monitors agent activity and responds to threats as prompts and actions occur.
  • Agent Security[1]Discovers, assigns ownership to, and secures connected AI agents.
  • Agent Governance[1]Provides a view of an organization's agent ecosystem and lets teams govern it.
  • Application Discovery[9]Discovers applications in use and maps their connections.
  • Identity & Access GovernanceControls which identities can access which applications and data.
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[4]
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]
  • September 29, 2026Reco said it raised $55 million, building on the $30 million Series B it announced in February.[16]
  • July 29, 2026Reco announced an expansion of AI Runtime in its platform, adding browser-based enforcement, real-time prompt analysis and blocking, and automated remediation.[3]
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[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, Reco describes the Reco Platform as giving security teams visibility into their entire third-party ecosystem. Reco describes its security as built for the enterprise. On deployment, Reco supports enforcement through app-native hooks and endpoint controls, using either a customer's own gateway or the gateway from Reco.
Last verified
November 6, 2026October 7, 2026

Where they overlap

  • AI model and agent security is the primary category of both Fiddler AI and Reco; both are also filed under AI governance.
  • Both are privately held.

Where they differ, field by field

  • Fiddler AI is also filed under AI firewalls and guardrails. Reco is also filed under SaaS security posture and Non-human identity security.
  • Fiddler AI lists Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. Reco lists Reco Platform, Agent Runtime, Agent Security, Agent Governance, Application Discovery and 1 more.
  • Fiddler AI was founded in 2018.

How they differ

CISO Tribune files both Fiddler AI and Reco under AI model and agent security as the primary category, and both are privately held. CISO Tribune also files Fiddler AI under AI governance and AI firewalls and guardrails. Reco sells the Reco Platform, which combines agent runtime, agent security and agent governance with shared app and identity context. CISO Tribune also files Reco under AI governance, SaaS security posture and non-human identity security.

Fiddler AI monitors every layer of the agentic hierarchy and also tracks drift and fairness metrics in predictive models. Reco sells Application Discovery and Identity & Access Governance, which map the applications in use and control which identities can reach which applications and data. Fiddler AI is offered in SaaS, VPC and AWS GovCloud, and it can run air-gapped. Reco enforces through app-native hooks and endpoint controls, using either the customer's gateway or the gateway from Reco.

Fiddler AI names organizations deploying agents in financial services, healthcare, insurance and government, and says Fortune 100 organizations use it. Reco describes its platform as giving security teams visibility into their entire third-party ecosystem. On January 27, 2026, Fiddler AI announced a $30 million Series C funding round led by RPS Ventures. On July 29, 2026, Reco announced an expansion of AI Runtime adding browser-based enforcement, real-time prompt analysis and blocking, and automated remediation. On September 29, 2026, Reco said it raised $55 million, building on the $30 million Series B it announced in February.

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.

Questions about Fiddler AI and Reco

What do Fiddler AI and Reco sell?
Fiddler AI sells Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. Reco sells Reco Platform, Agent Runtime, Agent Security, Agent Governance, Application Discovery and 1 more.
Are Fiddler AI and Reco in the same category?
Yes. AI model and agent security is the primary category of both on CISO Tribune.
When were Fiddler AI and Reco founded?
Fiddler AI was founded in 2018.
Who owns Fiddler AI and Reco?
Fiddler AI is privately held. Reco is privately held.
Who are Fiddler AI and Reco 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, Reco describes the Reco Platform as giving security teams visibility into their entire third-party ecosystem.
What have Fiddler AI and Reco announced recently?
January 27, 2026: Fiddler AI announced a $30 million Series C funding round led by RPS Ventures. September 29, 2026: Reco said it raised $55 million, building on the $30 million Series B it announced in February.

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

Reco full record

  1. [1]reco.aiReco · reco.ai · undated page, accessed October 7, 2026 · Tier A
  2. [2]NewsroomReco · reco.ai · undated page, accessed October 7, 2026 · Tier A
  3. [3]Reco enhances AI Runtime with browser-based AI security and automated remediationHelp Net Security · published July 29, 2026 · Tier B
  4. [4]Reco Reviews 2026: Details, Pricing, & Features | G2G2 · undated page, accessed October 31, 2026 · Tier C
  5. [5]Reco Platform: Secure Every App, Identity, and AI AgentReco · undated page, accessed November 10, 2026 · Tier A
  6. [6]AI Agent Security Platform | RecoReco · undated page, accessed November 10, 2026 · Tier A
  7. [7]AI Agent Security: Discover & Control Every AI AgentReco · undated page, accessed November 10, 2026 · Tier A
  8. [8]Reco AI Agent Runtime: Control Every Agent ActionReco · undated page, accessed November 10, 2026 · Tier A
  9. [9]AI-Powered Identity Access Governance | Secure SaaS at ScaleReco · undated page, accessed November 10, 2026 · Tier A
  10. [10]SaaS Security Posture Management – Continuous SSPM+ CoverageReco · undated page, accessed November 10, 2026 · Tier A
  11. [11]Continuous SaaS Compliance Monitoring & Coverage | RecoReco · undated page, accessed November 10, 2026 · Tier A
  12. [12]AI Governance & Security for SaaS ComplianceReco · undated page, accessed November 10, 2026 · Tier A
  13. [13]Generative AI Discovery for Shadow Tools, Agents & Data RisksReco · undated page, accessed November 10, 2026 · Tier A
  14. [14]SaaS App Factory™: Secure AI Agents & SaaS AppsReco · undated page, accessed November 10, 2026 · Tier A
  15. [15]SaaS Security Automation with AI AgentsReco · undated page, accessed November 10, 2026 · Tier A
  16. [16]Reco raises $55M as AI agent security startups crowd the market | TechCrunchTechCrunch · published September 29, 2026 · Tier B

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