CISO Tribune

Vendor comparison · 2 companies

Apiiro vs Operant AI

Apiiro offers Guardian Agent, which protects coding agents, prevents risk and AutoFixes backlogs, powered by the Apiiro Context Graph. Operant AI sells one platform covering Endpoints, Agents, MCPs, and AI applications. 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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Up to four companies side by side.

  • Apiiro
  • Operant AI
Apiiro vs Operant AI: Products, Customers and Funding Compared
ApiiroApiiro offers Guardian Agent, which protects coding agents, prevents risk and AutoFixes backlogs, powered by the Apiiro Context Graph.apiiro.comOperant AIOperant AI sells one platform covering Endpoints, Agents, MCPs, and AI applications.operant.ai
What it sells
  • AI-SAST[9]Static analysis that uses context from the customer's software graph and business risk to detect vulnerabilities.
  • AI-SCA[10]Open source security that moves from CVE matching to risk validation and fix.
  • Operant Semantic Firewall[1][7]Understands the intent behind every agent action and enforces an allow, block, or redact decision inline, in real time.
  • Agent Protector[1][5][6]Inventories all AI agents operating within an organization's infrastructure.
Categories
Headquarters
Not stated on its pagesSan Francisco, United States[2]
Founded
Not stated on its pagesNot stated on its pages
Ownership and funding
Not stated on its pagesPrivately held[1][3]
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pages
  • May 4, 2026Operant AI launched Operant Endpoint Protector, a new addition to its AI Defense Platform for discovering and defending against threats across AI tools and coding agents.[4]
G2 and Gartner Peer Insights
  • G2: listed, seen November 10, 2026[15]
  • Gartner Peer Insights: Not stated on its pages
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
Who it fits
From its own pages, Apiiro presents Guardian Agent as delivering outcomes for CISOs and CTOs. In our reading, the Apiiro Context Graph is aimed at application security, development and compliance teams working alongside coding agents. Apiiro gives maintainers free AutoFix.It describes plans for teams putting their first production AI into customers' hands and for companies running AI across teams and products with critical data and compliance requirements. Its pages say regulated and government deployments mostly use the VPC, on-premise, or air-gapped options on the Enterprise plan. Workloads it covers range from coding agents on employee laptops to cloud agents across any infra.
Last verified
November 3, 2026September 27, 2026

Where they overlap

  • Apiiro and Operant AI are both filed under AI model and agent security.

Where they differ, field by field

  • Apiiro's primary category is Application security posture management; Operant AI's is AI firewalls and guardrails.
  • Apiiro is also filed under Software composition analysis and Software supply chain security.
  • Apiiro lists AI-SAST and AI-SCA. Operant AI lists Operant Semantic Firewall and Agent Protector.
  • Operant AI is headquartered in San Francisco, United States.
  • Operant AI is privately held.

What it sells: Apiiro

What AI-SAST does[9]
AI-SAST shifts static analysis from a detection problem to a risk validation and fix problem. AI-powered SAST uses context from the customer's software graph and business risk to detect vulnerabilities, validate true positives and identify false positives. Deep Code Analysis builds the Software Graph across files, code modules, repositories and code owners, updated on every commit.
What AI-SCA does[10]
AI-SCA shifts open source security from CVE matching to risk validation and fix. Contextual analysis decides whether a vulnerability is used in code, internet exposed and exploitable. Malicious packages, license conflicts and AI components are covered beyond CVEs. Dependency scanning reaches the leaf node, covering direct, transitive and custom-built internal dependencies.

What it sells: Operant AI

What Operant Semantic Firewall does[1][7]
Operant Semantic Firewall holds an agent to its assigned purpose across the whole session, catching drift from manipulation or its own initiative. Operant can redact the sensitive part of an action and let the agent keep working within scope, instead of killing the workflow.
What Agent Protector does[1][5][6]
Agent Protector covers managed agents deployed through official channels and unmanaged agents running in cloud environments, SaaS platforms, and development tools. Agent Protector analyzes agent behavior patterns to identify and prevent security threats before they execute.

Questions about Apiiro and Operant AI

What do Apiiro and Operant AI sell?
Apiiro sells AI-SAST and AI-SCA. Operant AI sells Operant Semantic Firewall and Agent Protector.
Are Apiiro and Operant AI in the same category?
They share AI model and agent security. Apiiro's primary category is Application security posture management and Operant AI's is AI firewalls and guardrails.
Where are Apiiro and Operant AI headquartered?
Operant AI is headquartered in San Francisco, United States.
Who owns Apiiro and Operant AI?
Operant AI is privately held.
Who are Apiiro and Operant AI sold to?
From its own pages, Apiiro presents Guardian Agent as delivering outcomes for CISOs and CTOs. It describes plans for teams putting their first production AI into customers' hands and for companies running AI across teams and products with critical data and compliance requirements.
What have Apiiro and Operant AI announced recently?
May 4, 2026: Operant AI launched Operant Endpoint Protector, a new addition to its AI Defense Platform for discovering and defending against threats across AI tools and coding agents.

About Apiiro

Apiiro offers Guardian Agent, which protects coding agents, prevents risk and AutoFixes backlogs, powered by the Apiiro Context Graph. Apiiro describes agentic development as a setting where code is written by agents, risk appears at machine speed, and offensive agents exploit vulnerabilities in seconds. Guardian Agent delivers three outcomes for CISOs and CTOs by executing actions and measuring success. On compliance, Apiiro provides automated evidence collection and policy enforcement for every feature and code change.[1][3][4][5]

Guardian Agent actions run on the AppSec Context Graph, made up of a Software Graph and a Risk Graph, which gives every action the context of policies and software architecture from prompt to code to runtime. Patented Deep Code Analysis (DCA) and code-to-runtime matching continuously map each customer's evolving software architecture, including APIs, AI assets, PII, OSS, internal packages and their material changes. Apiiro correlates code to runtime to trace exposure paths and reachability. Apiiro governs every tool and change, human or agent, with one policy and risk engine.[2][3][4]

Apiiro discovers, inventories and catalogs AI models, agents, MCP servers, AI datasets, 3rd-party services and everything inside codebases. Apiiro discovers and inventories the AI tools that developers and coding agents use, including IDEs, extensions, skills, plugins and MCP servers. Apiiro discovers, inventories and tracks open-source dependencies, licenses, end-of-life status, versions and vulnerabilities, and where they are used across the software architecture graph. Apiiro discovers, inventories and assesses cryptographic usage in code, including encryption, hashing, keys, secrets, certificates, algorithms and KMS implementation. Apiiro discovers, inventories and maps CI/CD pipelines, build systems, artifacts, registries, deployment flows and the software delivery paths from code to runtime. Apiiro's policy and risk engine is an open, graph-based risk engine that correlates findings from 1st/3rd-party tools, maps them to the software graph, detects toxic combinations and blast radius, and prioritizes business-specific risk. Apiiro assesses AI usage risks across code and the software supply chain, including dependencies, models, coding agents, MCP servers, skills and extensions. Apiiro continuously ingests, assesses, manages and tracks Software Bill of Materials (SBOMs) across codebases, the software supply chain (OSS) and 3rd-party applications.[1][7]

Autonomous monitoring detects new feature tickets in Jira, GitHub and Azure DevOps and triggers threat analysis with no human in the loop.[8]

AI-SAST shifts static analysis from a detection problem to a risk validation and fix problem. Deep Code Analysis (DCA) continuously builds a Software Graph of the software architecture across files, code modules, repositories and code owners, updated on every commit and material change. AI-SCA shifts open source security from CVE matching to risk validation and fix. Apiiro continuously detects vulnerable and malicious OSS components and risky licenses using AI-powered context from the customer's software graph and business risk. Dependency scanning runs to the leaf node, covering direct, transitive and custom-built internal dependencies. Open source coverage extends beyond CVEs to malicious packages, license conflicts and AI components.[5][6][7][9][10][12]

Apiiro detects secrets in code, history, documentation and pipelines. Apiiro surfaces secrets deleted from the codebase that remain in every branch and revision of Git history. Apiiro checks every detected secret against the issuing platform, marking it valid, invalid or revoked. Guardrails block valid secrets at the pull request, before deployment. Apiiro inventories AI agents, MCP servers, GenAI frameworks, models, datasets and AI-related secrets from code on every commit. Apiiro blocks unapproved frameworks and models at the pull request. Apiiro generates audit-ready evidence for the EU AI Act, NIST AI RMF and ISO/IEC 42001 from code.[11][12]

Apiiro maps packages, skills and plugins to their repositories, coding agents, pipelines and running containers. Apiiro's Dependency Firewall scans open-source code using Deep Code Analysis to detect and block malicious packages before installation. Apiiro inspects packages downloaded by coding agents, locally and in the cloud, across operating systems. Package policies control installations based on malware, backdoors, vulnerabilities and application risk.[13]

AutoFix takes findings from Apiiro's own scanners, 3rd-party scanners and frontier model scans, and fixes them across the attack surface. Apiiro generates each fix in the context of the software architecture graph and organizational policies, and runs tests to prove nothing breaks. Apiiro reflects Chainguard's remediation state directly in Risk Graph, so findings Chainguard has already fixed stop showing as open. Apiiro AutoFixes OSS in first-party code based on risk and gives maintainers free AutoFix to accelerate community fixes.[1][2][3][5][6][7][8][9][10][14]

Apiiro on the record

Sources

Apiiro full record

  1. [1]apiiro.comApiiro · apiiro.com · undated page, accessed November 3, 2026 · Tier A
  2. [2]Apiiro named the most innovative aspm provider worldwide byfrostsullivansApiiro · apiiro.com · published December 9, 2025 · Tier A
  3. [3]Apiiro Context Graph: How it Works, Benefits, Use Cases | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  4. [4]Guardian Agent: Application Security Posture Management to action | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  5. [5]Guardian Agent: Secure agentic development | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  6. [6]Free AutoFix for open source maintainers | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  7. [7]Apiiro: Secure your agentic developmentApiiro · undated page, accessed November 10, 2026 · Tier A
  8. [8]Guardian Agent: AI Threat Modeling, Secure by Design | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  9. [9]AI-SAST: Static scanning reimagined | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  10. [10]AI-SCA: Open source security reimagined | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  11. [11]Secrets Security: Detect, validate, fix | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  12. [12]AI-SPM: Discover & govern every AI asset | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  13. [13]Guardian Agent: Protect from Software Supply Chain Attacks | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  14. [14]Guardian Agent: AutoFix SAST, SCA, Secrets, API, Containers | ApiiroApiiro · undated page, accessed November 10, 2026 · Tier A
  15. [15]Apiiro Reviews 2026: Details, Pricing, & FeaturesG2 · undated page, accessed November 10, 2026 · Tier C

Operant AI full record

  1. [1]Operant AI - Secure Your AIOperant AI · undated page, accessed September 27, 2026 · Tier A
  2. [2]Operant ai launches agent protector the first real time agentic security solution enabling safe ai agent innovation at scaleOperant AI via GlobeNewswire · globenewswire.com · published February 5, 2026 · Tier A
  3. [3]Operant ai secures 10m series a to protect the modern cloud across apis applications and aiOperant AI via GlobeNewswire · globenewswire.com · published September 12, 2024 · Tier A
  4. [4]Operant AI Endpoint Protector secures AI agents and MCP toolsHelp Net Security · published May 4, 2026 · Tier B
  5. [5]Pricing - AI & Agent Security Platform | Operant AIOperant AI · undated page, accessed November 10, 2026 · Tier A
  6. [6]Agent Protector: Real-Time AI Agent Security | OperantOperant AI · undated page, accessed November 10, 2026 · Tier A
  7. [7]Operant Semantic Firewall | Govern AI Agents in Real TimeOperant AI · undated page, accessed November 10, 2026 · Tier A
  8. [8]Operant MCP GatewayOperant AI · undated page, accessed November 10, 2026 · Tier A
  9. [9]AI GatekeeperOperant AI · undated page, accessed November 10, 2026 · Tier A
  10. [10]AI Application SecurityOperant AI · undated page, accessed November 10, 2026 · Tier A
  11. [11]API & Cloud Protector | Real-Time API Security | Operant AIOperant AI · undated page, accessed November 10, 2026 · Tier A
  12. [12]Woodpecker: Open Source Red Teaming for AI, APIs & K8sOperant AI · undated page, accessed November 10, 2026 · Tier A
  13. [13]FAQsOperant AI · undated page, accessed November 10, 2026 · Tier A
  14. [14]Start Your Free 7-Day Trial | Operant AI Security PlatformOperant AI · undated page, accessed November 10, 2026 · Tier A

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