CISO Tribune

Vendor comparison · 2 companies

Apiiro vs Impart Security

Apiiro offers Guardian Agent, which protects coding agents, prevents risk and AutoFixes backlogs, powered by the Apiiro Context Graph. Impart Security sells programmable, deterministic Layer 7 protection across AI, applications and APIs. 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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  • Apiiro
  • Impart Security
Apiiro vs Impart Security: 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.comImpart SecurityImpart Security sells programmable, deterministic Layer 7 protection across AI, applications and APIs.impart.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.
  • Agent Protection[3][10]Enforces application-specific policies on agent traffic and tool interactions.
  • API Security[5][8][10]Enforces controls based on how APIs behave across requests and sessions.
  • Runtime Defense Harness[10]Uses AI-assisted investigation to develop targeted virtual patches.
Categories
Headquarters
Not stated on its pagesSan Francisco, United States
Founded
Not stated on its pagesNot stated on its pages
Ownership and funding
Not stated on its pagesPrivately held
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pagesNot stated on its pages
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.Impart describes protection that runs inside an organisation's existing ingress. The stated coverage spans AI, applications and APIs. Impart also describes integrating its protection into existing ingress and egress infrastructure, with policies and runtime state synchronized across distributed environments.
Last verified
November 3, 2026September 27, 2026

Where they overlap

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

Where they differ, field by field

  • Apiiro's primary category is Application security posture management; Impart Security's is AI firewalls and guardrails.
  • Apiiro is also filed under Software composition analysis and Software supply chain security. Impart Security is also filed under Bot and abuse management.
  • Apiiro lists AI-SAST and AI-SCA. Impart Security lists Agent Protection, API Security and Runtime Defense Harness.
  • Impart Security is headquartered in San Francisco, United States.
  • Impart Security 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: Impart Security

What Agent Protection does[3][10]
Agent Protection enforces application-specific policies on agent traffic and tool interactions, using runtime context to restrict unauthorized actions and access. Agent Protection runs on the same ingress-layer enforcement engine that inspects the full attack surface.
What API Security does[5][8][10]
API Security enforces controls based on how APIs behave across requests and sessions, not just individual request signatures. Impart applies inline, sequence-aware enforcement to every API call. API Security detects and blocks shadow APIs as they are accessed. API Security prevents sensitive data (PII) from leaving the system.
What Runtime Defense Harness does[10]
Runtime Defense Harness uses AI-assisted investigation to develop targeted virtual patches and deploy protection through the same engine already protecting the applications. Targeted virtual patches are generated and tested against runtime traffic, with Policy as Code validated before deployment. AI-generated virtual patches are informed by runtime behavior, tested against live traffic and enforced through programmable Layer 7 controls.

Questions about Apiiro and Impart Security

What do Apiiro and Impart Security sell?
Apiiro sells AI-SAST and AI-SCA. Impart Security sells Agent Protection, API Security and Runtime Defense Harness.
Are Apiiro and Impart Security in the same category?
They share AI model and agent security. Apiiro's primary category is Application security posture management and Impart Security's is AI firewalls and guardrails.
Where are Apiiro and Impart Security headquartered?
Impart Security is headquartered in San Francisco, United States.
Who owns Apiiro and Impart Security?
Impart Security is privately held.
Who are Apiiro and Impart Security sold to?
From its own pages, Apiiro presents Guardian Agent as delivering outcomes for CISOs and CTOs. Impart describes protection that runs inside an organisation's existing ingress.

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

Impart Security full record

  1. [1]impart.aiImpart Security · impart.ai · undated page, accessed September 27, 2026 · Tier A
  2. [2]impart.aiImpart Security · impart.ai · undated page, accessed September 27, 2026 · Tier A
  3. [3]Agent Protection - Control AI Agent Behavior | ImpartImpart Security · undated page, accessed September 27, 2026 · Tier A
  4. [4]AI Runtime Defense | Impart Security PlatformImpart Security · undated page, accessed October 25, 2026 · Tier A
  5. [5]LLM Protection | Deterministic Agent Controls | ImpartImpart Security · undated page, accessed October 25, 2026 · Tier A
  6. [6]MCP Protection | Runtime Control for MCP Layer | ImpartImpart Security · undated page, accessed October 25, 2026 · Tier A
  7. [7]WAF for the Agentic Era | Impart SecurityImpart Security · undated page, accessed October 25, 2026 · Tier A
  8. [8]API Security for the Agentic Era | Impart SecurityImpart Security · undated page, accessed October 25, 2026 · Tier A
  9. [9]Integrations with Impart Security | Impart Security Runtime ProtectionImpart Security · undated page, accessed November 10, 2026 · Tier A
  10. [10]Programmable Layer 7 Firewall | Impart SecurityImpart Security · undated page, accessed November 10, 2026 · Tier A

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