CISO Tribune

Vendor comparison · 2 companies

Fiddler AI vs Salt Security

Fiddler AI sells the AI Control Plane, a platform for first-party and third-party agents from the creation layer to production. Salt Security provides security for the APIs, MCP servers and data infrastructure where agents execute. 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
  • Salt Security
Fiddler AI vs Salt Security: 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.aiSalt SecuritySalt Security provides security for the APIs, MCP servers and data infrastructure where agents execute.salt.security
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.
  • Agentic Security Graph[4][8]Maps and correlates the full environment out-of-band.
  • Salt Surface[5][9]Provides agentless, outside-in discovery of MCP servers and APIs.
  • Salt Connect[5][9]Provides cloud and code inventory.
Categories
Headquarters
Not stated on its pagesPalo Alto, United States[1][3]
Founded
2018[1]2016[1][11]
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]
  • June 1, 2026Salt Security launched Salt Code, a component that enforces security policies on AI-generated code across the development lifecycle.[17]
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[7]
  • 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, the company shows an industry solution for Finance, described as stop fraud and abuse. It lists one for Healthcare, described as HIPPAA-grade protection. Transportation is also listed, with secure logistics APIs. Retail is listed, with protect PII at scale. Software is listed, with API-first app security. Its whitepaper page also says security teams face a challenge in which the action layer goes unmonitored.
Last verified
November 6, 2026September 27, 2026

Where they overlap

  • Fiddler AI and Salt Security are both filed under AI model and agent security.

Where they differ, field by field

  • Fiddler AI's primary category is AI model and agent security; Salt Security's is API security.
  • Fiddler AI is also filed under AI governance and AI firewalls and guardrails.
  • Fiddler AI lists Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. Salt Security lists Agentic Security Graph, Salt Surface and Salt Connect.
  • Salt Security is headquartered in Palo Alto, United States.
  • Fiddler AI was founded in 2018. Salt Security was founded in 2016.
  • 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: Salt Security

What Agentic Security Graph does[4][8]
Salt's Agentic Security Graph maps and correlates the full environment out-of-band. Salt describes its agentic security platform as one graph of agents, the MCP servers they use and the APIs they call, with the context behind each one.
What Salt Surface does[5][9]
Salt Surface provides agentless, outside-in discovery of MCP servers and APIs. Salt Surface discovers these from the outside, without an agent.
What Salt Connect does[5][9]
Salt Connect provides cloud and code inventory. Salt names Salt Connect together with collectors that are used where runtime analysis is needed.

Questions about Fiddler AI and Salt Security

What do Fiddler AI and Salt Security sell?
Fiddler AI sells Agentic Observability, ML Observability, Fiddler Centor Models and Agent Registry. Salt Security sells Agentic Security Graph, Salt Surface and Salt Connect.
Are Fiddler AI and Salt Security in the same category?
They share AI model and agent security. Fiddler AI's primary category is AI model and agent security and Salt Security's is API security.
Where are Fiddler AI and Salt Security headquartered?
Salt Security is headquartered in Palo Alto, United States.
When were Fiddler AI and Salt Security founded?
Fiddler AI was founded in 2018. Salt Security was founded in 2016.
Who owns Fiddler AI and Salt Security?
Fiddler AI is privately held.
Who are Fiddler AI and Salt Security 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, the company shows an industry solution for Finance, described as stop fraud and abuse.
What have Fiddler AI and Salt Security announced recently?
January 27, 2026: Fiddler AI announced a $30 million Series C funding round led by RPS Ventures. June 1, 2026: Salt Security launched Salt Code, a component that enforces security policies on AI-generated code across the development lifecycle.

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

Salt Security full record

  1. [1]Salt security raises 140 million series d round led by capitalg at 1 4 billion valuationSalt Security · salt.security · undated page, accessed September 27, 2026 · Tier A
  2. [2]Salt security extends its agentic security platform with native ai detection and responseSalt Security · salt.security · published September 22, 2026 · Tier A
  3. [3]Contact usSalt Security · salt.security · undated page, accessed September 27, 2026 · Tier A
  4. [4]The Agentic Security Graph: A New Framework for the AI EraSalt Security · undated page, accessed October 28, 2026 · Tier A
  5. [5]Salt Security: Agentic AI Security, MCP Discovery, and API SecuritySalt Security · undated page, accessed October 28, 2026 · Tier A
  6. [6]EU AI Act Compliance 2026: What High-risk AI Systems Must Do Now | Salt SecuritySalt Security · undated page, accessed October 28, 2026 · Tier A
  7. [7]Salt Security Reviews & Product Details - G2G2 · undated page, accessed October 28, 2026 · Tier C
  8. [8]Onyx Security vs Salt Security | Secure the Agentic Action LayerSalt Security · undated page, accessed November 10, 2026 · Tier A
  9. [9]Securing APIs - API Attack Surface Management SolutionSalt Security · undated page, accessed November 10, 2026 · Tier A
  10. [10]Salt Security Master Services AgreementSalt Security · published May 20, 2026 · Tier A
  11. [11]API Security Company - About Us Salt Security API SecuritySalt Security · undated page, accessed November 10, 2026 · Tier A
  12. [12]Agentic Security Platform - Complete AI & API Protection PlatformSalt Security · undated page, accessed November 10, 2026 · Tier A
  13. [13]API Security Software - API Security Management SoftwareSalt Security · undated page, accessed November 10, 2026 · Tier A
  14. [14]Proactive API Security - “Shift Left" API DevelopmentSalt Security · undated page, accessed November 10, 2026 · Tier A
  15. [15]API Security Customers - Salt Security CustomersSalt Security · undated page, accessed November 10, 2026 · Tier A
  16. [16]API Security Trends - API Attacks, Breaches & Threats ReportSalt Security · undated page, accessed November 10, 2026 · Tier A
  17. [17]Salt Security launches Salt CodeSalt Security · published June 1, 2026 · Tier A

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