ArmorCode vs. Zafran Security: Full Platform Comparison

What is Zafran Security?

Zafran Security is an AI-native Threat Exposure Management platform that helps organizations identify, prioritize, and mitigate vulnerabilities by cutting through security noise and automating remediation workflows. It was founded in 2022 by Sanaz Yashar (CEO), Ben Seri (CTO), and Snir Havdala (CPO).

The platform aggregates and normalizes data from vulnerability scanners, cloud security tools, endpoint platforms, and identity systems into a centralized exposure view, then applies contextual analysis using factors such as runtime presence, internet reachability, exploit availability, and active exploitation data to determine which vulnerabilities are exploitable.

A central part of Zafran’s approach is its use of compensating controls. The Zafran platform integrates with existing controls such as EDRs, WAFs, firewalls, and identity platforms to analyze whether those controls already reduce exploitability for a given vulnerability, allowing teams to deprioritize patching where an existing control is already mitigating the risk. It also provides mitigation guidance and recommends policy and configuration changes to maximize the effectiveness of existing security controls. Its RemOps capability then uses Generative AI to consolidate overlapping remediation tasks, reduce duplicate tickets, and route work through existing ITSM tools.

Zafran recently received a strategic investment from Cisco Investments, adding to the $130 million the company had previously raised from investors including Sequoia Capital, Menlo Ventures, and American Express Ventures. Snir Havdala, one of the company’s co-founders and its CPO, left Zafran earlier this year.

What is ArmorCode?

ArmorCode is an independent Agentic Control Plane for Unified Exposure Management that helps enterprises manage security risk across applications, code, cloud, infrastructure, software supply chains, and AI. 

ArmorCode provides visibility, insight, and control across four core solution areas: Application Security Posture Management (ASPM), Vulnerability Management, Software Supply Chain Security (SSCS), and AI Exposure Management (AIEM).

ArmorCode’s scanner-agnostic architecture enables organizations to continue using their existing security tools while gaining a unified view of risk across the enterprise. Processing more than 400 billion security findings annually, ArmorCode helps enterprises consolidate security data, prioritize the risks that matter most, and scale remediation efforts across the organization.

At the core of the platform is the Context Risk Graph, which correlates vulnerability findings with asset inventory, ownership, software supply chain data, threat intelligence, exploitability signals, and business context to create a unified understanding of enterprise risk. Built on the Context Risk Graph, Anya Agents transform this unified security and business context into purpose-built AI workers. Each agent is configured with predefined prompts, bounded actions, and access to relevant enterprise context to perform specific security tasks, including vulnerability triage, exposure analysis, remediation guidance, patch orchestration, validation, and compliance operations.

Trusted by hundreds of global enterprises, ArmorCode helps organizations reduce risk, strengthen security governance, accelerate remediation, and adopt AI and modern software development practices.

Key Capabilities of ArmorCode vs. Zafran Security Compared

Unified Exposure Management 

ArmorCode delivers a broader Unified Exposure Management platform that correlates risk across applications, code, cloud, infrastructure, software supply chains, and AI systems. The platform helps security teams understand how individual findings relate to broader exposure scenarios, business risk, and application context, rather than evaluating vulnerabilities in isolation. 

Zafran approaches exposure management from a narrower starting point, centered on runtime and control validation. The platform aggregates vulnerability, asset, and threat data from scanners, cloud tools, endpoint platforms, and identity systems, then determines which vulnerabilities are practically exploitable given the controls already in place. That model is well suited to organizations trying to cut through alert noise and confirm real-world exploitability in a live environment, but it stops at the runtime and control layer rather than extending into code, CI/CD, and software supply chain the way a true unified model does.

Application Security Posture Management

ArmorCode unifies and correlates findings across SAST, DAST, SCA, IaC, API security, secrets detection, container security, and other application security tools into a single view. By combining these signals with business context, ownership data, and threat intelligence, ArmorCode helps organizations prioritize and remediate application risk throughout the entire software development lifecycle.

Zafran lists AppSec as one of several ingestible data types, but its integration depth and native capabilities around AppSec lifecycle governance, developer-centric remediation orchestration, and release governance remain limited.

Risk Based Vulnerability Management

ArmorCode plugs into an organization’s existing security stack to bring vulnerability data into one unified view. Rather than ranking issues by generic severity scores alone, the platform layers in threat intelligence, active exploit data, business context, and asset criticality to determine what actually matters. To address vulnerabilities that can’t be immediately patched, ArmorCode uses patch orchestration and mitigating controls to bridge the gap, while a permanent remediation is tested and finalized.

Zafran applies a multi-dimensional scoring model that considers exploitability, business impact, and exposure context, drawing on EPSS, CISA KEV, and other industry intelligence feeds to move teams beyond CVSS-driven remediation. Its remediation approach centers on the controls an organization already has: Zafran maps a vulnerability against the live configuration of firewalls, EDR policies, WAF rules, and cloud security groups, then pushes mitigation policies to those controls directly, often ahead of a patch cycle.

Integrations

ArmorCode integrates with 400+ security tools acting as a vendor-agnostic aggregation layer across the security stack. That breadth spans application security, cloud security, infrastructure security, software supply chain security, container security, CMDBs, CI/CD, ticketing, and threat intelligence platforms. For tools without a prebuilt connector, ArmorCode also supports custom integrations.

Zafran does not publish a total integration count, but its integrations are concentrated around security controls such as EDR platforms, cloud posture tools, network security tools, and vulnerability scanners. That focus makes sense given Zafran’s mitigation-first model, since determining whether an existing control already blocks a vulnerability requires deep visibility into those specific control platforms.

Context Based Risk Prioritization

ArmorCode evaluates asset exposure, data sensitivity, business criticality, exploitability, and threat intelligence to help teams prioritize the exposures that present the greatest risk. This intelligence is powered by ArmorCode’s Context Risk Graph, which correlates security findings, code repositories, cloud resources, network relationships, IAM identities, software supply chain data, and business context into a unified model of organizational risk. Rather than treating vulnerabilities as isolated findings, ArmorCode helps organizations identify exposure chains, understand risk propagation, and prioritize remediation efforts that disrupt the most significant attack paths.

Zafran also moves prioritization beyond CVSS. The platform applies contextual analysis using factors such as runtime presence, internet reachability, exploit availability, active exploitation in the wild, asset criticality, and existing compensating controls to determine which vulnerabilities are practically exploitable in the live environment. 

Software Supply Chain Security

ArmorCode offers SBOM generation and management, open-source dependency risk visibility, CI/CD posture monitoring, and alignment with frameworks like the EU CRA. These capabilities give organizations a single place to identify, prioritize, and manage risk across open-source dependencies, build pipelines, and the broader software delivery process.

Zafran does not provide native software supply chain governance, pipeline enforcement, build-time policy gates, or pre-merge controls. Its model is built around what happens after deployment, not before. Zafran’s Detector produces a runtime-aware SBOM, but it’s used tactically, primarily to support zero-day exposure checking.

Compliance and CRA Readiness

ArmorCode provides audit-ready compliance posture mapped to frameworks such as SOC 2, HIPAA, PCI DSS, GDPR, ISO 27001, NIST and others. It also helps organizations operationalize the EU Cyber Resilience Act (CRA) through native product classification, exploit-aware risk prioritization, SBOM and VEX generation and enrichment, automated ENISA disclosure workflows, deadline tracking, and continuous compliance reporting.

Zafran does not offer dedicated compliance framework mapping to standards such as PCI DSS, NIST CSF, CIS Controls, or ISO 27001, nor does it provide capabilities to help organizations operationalize the requirements of the EU Cyber Resilience Act (CRA).

Agentic Framework for Security

ArmorCode provides an Agentic AI framework for security through Anya AI and purpose-built Anya Agents. Anya is an AI-powered security assistant that enables security teams to investigate risk, understand exposure context, and receive remediation guidance in natural language, all powered by ArmorCode’s Context Risk Graph. ArmorCode extends these capabilities through purpose-built Anya Agents that support workflows such as triage, exposure analysis, remediation, validation, and compliance.

Zafran also offers autonomous agents, notably its Zero-Day Agent, which monitors newly disclosed CVEs, cross-references them against a customer’s SBOM, and automatically creates tickets and assigns owners.

AI Exposure Management

ArmorCode discovers, inventories, and governs AI usage across an organization, including shadow AI that IT or security teams haven’t sanctioned. 

Zafran does not currently offer AI exposure management, though it recently launched the Zafran Exposure Gateway, a control plane aimed at governing what AI agents can write or execute, which addresses a related but narrower problem.

Penetration Test Management

ArmorCode includes a dedicated Penetration Test Management capability that lets organizations manage penetration testing engagements and findings within the same platform. Pen test results flow into the same risk model as scanner findings, application context, and business criticality, so a manually discovered vulnerability gets prioritized and remediated alongside everything else.

Zafran does not offer a dedicated penetration test management capability. Organizations running regular penetration testing programs alongside Zafran would need a separate system to manage those engagements and then find a way to route the resulting findings back into Zafran’s exposure view manually.

Remediation and Automated Workflows

ArmorCode also groups related findings and sends a single consolidated ticket to the owning team rather than flooding a queue with one ticket per finding, which cuts down on duplicate work and makes it easier for teams to see the full scope of what they’re responsible for fixing. Ownership is assigned based on the same correlated context the platform builds from code repositories and application data, and SLA tracking runs against those tickets automatically, so teams can measure remediation timelines and vulnerability aging without a separate reporting layer. Through Anya, ArmorCode also provides AI-driven remediation recommendations that guide teams on how to actually fix an identified risk, and for vulnerabilities that can’t be patched immediately, the platform uses patch orchestration and mitigating controls, deploying interim safeguards like firewall policies or WAF rules while a permanent fix is tested and finalized.

Zafran’s RemOps capability uses generative AI to consolidate overlapping remediation tasks, reduce duplicate tickets, identify owners, and route work through existing ticketing systems and operational workflows. Zafran can push mitigation policies to existing controls such as firewalls, EDR, and cloud security groups directly.

ArmorCode vs. Zafran Security: Feature Comparison Table

Features	ArmorCode	Zafran Security
Exposure Management	Yes	Yes
ASPM	Yes	Limited
Product Security Posture Management	Yes	No Evidence
Risk Based Vulnerability Management	Yes	Yes
Software Supply Chain Security Solution	Yes	Limited
AI Exposure Management Solution	Yes	No Evidence
Scanner Agnostic	Yes	No Evidence
Integrations	400	Not Public
CI/CD Pipeline Security	Yes	No Evidence
Penetration Test Management	Yes	No Evidence
Risk Prioritization (beyond CVSS)	Yes	Yes
Context Risk Graph	Yes	Yes
Compensating Controls	Yes	Yes
CVSS Environmental Rescoring	Yes	No Evidence
Proprietary Threat Intelligence Feed	Yes	No Evidence
Compliance Framework Mapping	Yes	No Evidence
Automated Remediation Workflows	Yes	Yes
AI Generated Code Fix	Yes	No Evidence
Patch Orchestration	Yes	No Evidence
Dashboards and Reporting	Yes	Limited
Agentic AI Framework	Yes	Yes
SLA Tracking	Yes	Yes
Exceptions Management	Yes	Limited

Why Organizations Choose ArmorCode

Secure the Entire Code-to-Cloud Lifecycle

Where Zafran focuses on reducing exploitability in production, ArmorCode helps organizations shift left by identifying and reducing risk across code, CI/CD and software supply chain before it reaches production.

This distinction matters because time-to-exploit windows have collapsed. A meaningful share of known exploited vulnerabilities are weaponized within a single day of disclosure, and typical exposure-management windows now measure in days, not weeks. A platform whose job is to triage vulnerabilities after they’re already in production is operating in a window the attacker has often already used. The more durable answer is to stop more risk from reaching production in the first place, not just to get faster at responding once it’s there.

Context Risk Graph

ArmorCode’s Context Risk Graph continuously correlates security findings, code repositories, cloud infrastructure, network relationships, IAM identities, software supply chain data, and business ownership context into a single unified model.

For example, a low-severity finding in an open-source dependency, correlated with a misconfigured cloud resource and an overprivileged identity, can surface as a critical exposure path that neither finding would reveal in isolation. This is the foundation for ArmorCode’s attack path analysis and vulnerability chaining capabilities, connecting dots that asset-level correlation alone cannot reach.

Practitioner-Led Community

ArmorCode helps power the Purple Book Community, a global network of more than 1,000 CISOs, AppSec leaders, security practitioners, researchers, and academics focused on advancing software security. The community provides a forum to compare notes on what’s actually working in their programs, work through emerging challenges together, and share guidance that holds up in practice. ArmorCode also collaborates with members on industry research, including reports such as the State of AI Risk Management 2026, which explores how enterprise security leaders are approaching application security, exposure management, and AI governance.

Agentic AI Architecture

ArmorCode offers an Agentic AI Platform for Unified Exposure Management powered by Anya AI and Anya Agents.

Anya AI is an intelligent security assistant that enables teams to investigate risk, understand exposure context, and get insights using natural language interactions. ArmorCode’s Context Risk Graph continuously correlates security findings with business context, ownership, asset relationships, identities, cloud resources, network topology, and exploitability signals to identify the exposures that matter most. Built on this shared security context, the ArmorCode Agentic AI Platform enables specialized AI agents to automate investigation, prioritization, mitigation, and remediation using a unified understanding of enterprise risk instead of isolated tool outputs.

Proven at Enterprise Scale

ArmorCode’s platform is used by hundreds of large enterprises operating complex application and infrastructure environments across financial services, healthcare, technology and retail. Publicly referenced customers include Visa, PayPal, Carrier, Universal Music Group, S&P Global, Johnson Controls, and Fortinet, along with many other Fortune 2000 organizations.

Guide to Choosing Between ArmorCode and Zafran Security

ArmorCode and Zafran Security both help organizations cut through vulnerability noise and prioritize what matters, but the right choice depends on where your security program is today and which problem you’re trying to solve first.

Organizations whose evaluation centers on runtime exploitability validation, confirming which vulnerabilities are actually reachable, exploitable, or already blocked by existing controls in a live environment, will likely find Zafran’s model well suited to that need.

However, many security teams are now facing challenges that extend well beyond runtime validation. Modern security programs must secure code as it’s written, enforce policy in CI/CD pipelines before builds ship, govern software supply chains, manage AI-related risk, and correlate findings across disparate tools and teams into a single view of organizational risk. These requirements demand visibility earlier in the lifecycle than a runtime-first platform was designed to provide.

Organizations seeking that broader security operating model will likely find ArmorCode’s platform vision more closely aligned with the direction modern security programs are heading. Its focus on Unified Exposure Management, deeper risk context, an Agentic AI framework spanning the full exposure surface, and a scanner-agnostic architecture positions it as a platform built not only for today’s exposure management challenges, but for the shift-left requirements shaping the next few years of enterprise security.

Want to see ArmorCode in action? Request a demo to see how ArmorCode can help your team reduce risk, prioritize critical exposures, and streamline remediation. 

Prefer to explore on your own? Take an interactive product tour of the ArmorCode platform.

Frequently Asked Questions: ArmorCode vs. Zafran Security

Q: What is the difference between ArmorCode and Zafran Security?

A: ArmorCode is a Unified Exposure Management platform built to secure the entire software lifecycle, correlating risk across code, CI/CD pipelines, cloud, infrastructure, software supply chain, and AI within a single model. Zafran is a Threat Exposure Management platform focused primarily on runtime, determining which vulnerabilities are actually exploitable based on internet reachability, active exploitation, and the existing security controls already protecting an asset.

Lifecycle Coverage: ArmorCode secures risk from the first commit through runtime, including CI/CD guardrails and build-gating that stop risky code before it ships. Zafran’s coverage begins once an asset is already deployed and doesn’t extend upstream into code or pipeline security.

ASPM: ArmorCode offers a dedicated Application Security Posture Management solution correlating SAST, DAST, SCA, IaC, and other AppSec findings with business context. Zafran does not offer a dedicated ASPM solution and treats AppSec as one ingestible data type among several.

Software Supply Chain Security: ArmorCode provides dedicated SBOM management, dependency risk visibility, and CI/CD posture monitoring. Zafran’s SBOM capability is used tactically for zero-day exposure checking rather than as a standalone supply chain governance program.

AI Exposure Management: ArmorCode offers AIEM to discover and govern AI usage, including shadow AI, across the organization. Zafran does not currently offer AI exposure management capabilities.

Remediation Orchestration: ArmorCode orchestrates remediation with bidirectional ticket sync, grouped findings routed as a single ticket to the owning team, automated ownership assignment, and SLA tracking. Zafran’s RemOps consolidates overlapping tasks and reduces duplicate tickets, but its orchestration stays scoped to routing and SecOps-style ticket management.

Q: Is ArmorCode a good alternative to Zafran Security?

A: Yes, particularly for organizations that need governance beyond runtime exploitability validation. ArmorCode extends into ASPM, AI Exposure Management, Software Supply Chain Security, and CI/CD guardrails, making it a stronger fit for teams that want one platform covering the full development lifecycle rather than a runtime-focused mitigation layer.

Q: Does Zafran Security support CI/CD pipeline security?

A: No. Zafran does not provide native pipeline enforcement or build-gating, and it doesn’t automatically pass or fail a build based on security policy violations. ArmorCode supports policy-driven guardrails that can pass or fail builds based on defined security thresholds.

Q: Does Zafran support bi-directional integration with ITSM platforms like ServiceNow?

A: Zafran integrates with ServiceNow and automatically routes remediation tickets, but the integration is unidirectional and does not offer deep bidirectional synchronization. ArmorCode’s ServiceNow integration is bidirectional: ticket updates made by developers on their end automatically sync back into ArmorCode.

Q: Does Zafran support Application Security Posture Management (ASPM)?

A: Not as a dedicated capability. Zafran positions itself as a Threat Exposure Management and CTEM platform. It treats AppSec as one ingestible data type among several rather than a core solution area.

Q: Can ArmorCode replace Zafran?

A: Yes, ArmorCode can replace Zafran. ArmorCode aggregates vulnerability findings, prioritizes beyond CVSS using threat intelligence and business context, and automates remediation through ticketing, while also offering compensating controls and patch orchestration. ArmorCode extends further with AI-generated code fixes through Anya, along with ASPM, CI/CD guardrails, software supply chain security, and AI exposure management that Zafran doesn’t offer.

Q: Which platform is better for DevSecOps teams?

A: Organizations looking to embed security into development pipelines generally benefit more from ArmorCode. The platform includes CI/CD guardrails, build policy enforcement, developer workflows, and software supply chain governance. Zafran is primarily optimized for runtime exposure analysis after deployment.