Adversa AI
Adversa AI is an Israeli AI cybersecurity company providing continuous red teaming and remediation for autonomous AI agents, LLMs, and generative AI applications, serving enterprise customers across financial services, insurance, automotive, internet/media, and smart city verticals.
- Company typePrivate
- Founded2019
- HeadquartersTel Aviv, Israel
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Adversa AI does
Adversa AI is an Israeli AI cybersecurity company founded in 2019 and headquartered in Tel Aviv that provides continuous red teaming and remediation services for AI systems, with a primary focus on autonomous AI agents, large language models, and generative AI applications. The company's core platform, the Agentic AI Security Platform, runs autonomous security assessment campaigns on every model update, prompt change, and new tool connection, identifying vulnerabilities such as prompt injection, goal hijacking, tool misuse, privilege abuse, and memory poisoning. The company supplements this with SecureClaw (an open-source OWASP-aligned security plugin for OpenClaw AI agents), AIRQ (an independent risk scoring framework that rates 100+ AI agents on attack surface, blast radius, and defenses), and targeted red-teaming service lines for MCP, GenAI, and LLM deployments.
The firm's core technology maps assessments to OWASP, NIST, CSA, and MITRE ATLAS frameworks, and is backed by what the company describes as the world's first AI security patent. Its research team has produced high-profile disclosures including the Universal LLM Jailbreak paper, the SymJack symlink-hijack RCE vulnerability affecting six AI coding agents (Claude Code, Cursor, Antigravity, Copilot, Grok Build), and the TrustFall MCP auto-approval flaw, which are evidence of meaningful adversarial AI expertise rather than surface-level tooling. Adversa AI co-leads the CoSAI Agentic AI Security workstream and contributes to standards bodies including OWASP, NIST, and CSA, giving it influence over emerging AI security compliance requirements.
The company operates a B2B enterprise GTM with two revenue streams: subscription-based access to the continuous red-teaming platform and managed professional services for hands-on security assessment. Pricing is quote-based and not publicly disclosed. Target customers are enterprise organizations across financial services, insurance, automotive, internet/media/marketplaces, and smart city verticals that are deploying AI agents for high-stakes use cases such as trading, claims processing, and autonomous driving. The GTM motion is anchored in thought leadership through research publication, standards-body contribution, conference speaking (including RSA Conference 2026), and earned media presence in outlets including Fortune, Forbes, MIT Technology Review, WIRED, TechCrunch, and the Wall Street Journal.
Adversa AI firmographics
Firmographics- Name
- Adversa AI
- Legal name
- Adversa AI
- Website
- https://adversa.ai
- Company type
- Private
- Founded year
- 2019
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Adversa AI is an Israeli AI cybersecurity company providing continuous red teaming and remediation for autonomous AI agents, LLMs, and generative AI applications, serving enterprise customers across financial services, insurance, automotive, internet/media, and smart city verticals.
- Ownership category
- akta.pro rank
Adversa AI industry classification
Industry- Product category
- AI Security Software
- NAICS
- Custom Computer Programming Services (541511)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Model Security Testing & Red Teaming (adversarial ML, jailbreaks) (HDAAAKAC)
- akta.pro secondary industries
- Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG), Prompt Security & Injection Defense (HDAAAKAE), AI Governance, Risk & Compliance (GRC) Platforms (HDAAAMAA), Responsible AI, AI Governance & Compliance Services (BPAEAHAJ)
Keywords
Where Adversa AI is headquartered
LocationHeadquarters
- HQ city
- Tel Aviv
- HQ country
- Israel
- HQ region
- Middle East
Offices1 record
Markets served
Adversa AI business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations
Revenue model
- AI Red Teaming Platform: Continuous red teaming platform subscription for enterprises to test and secure AI agents, LLMs, and GenAI applications. Includes autonomous security assessment campaigns.
- Managed Services: Managed service offering providing professional AI security assessment and advisory services for organizations needing hands-on support.
- Enterprise Security Assessment: Custom threat modeling and security assessments for specific AI implementations including financial, insurance, automotive, and other industry verticals.
Go-to-market motion1 record
Distribution channels2 records
Marketing channels6 records
Adversa AI product offering
Product offeringCore offering
Adversa AI delivers continuous AI red teaming and remediation for custom AI agents, LLMs, and GenAI applications via its Agentic AI Security Platform. The platform autonomously runs security assessments on every model update, prompt change, and new tool connection, identifying vulnerabilities such as prompt injection, goal hijacking, tool misuse, privilege abuse, and memory poisoning. It also offers specialized modules (SecureClaw, AIRQ), targeted red teaming for MCP/GenAI/LLM, and tiered services (Secure AI Awareness, Secure AI Assessment, Secure AI Assurance).
Product overview
Adversa AI offers a unified security platform for AI systems consisting of the core Agentic AI Security Platform with continuous red teaming and remediation capabilities, complemented by specialized modules including SecureClaw (open-source OWASP-aligned security plugin for OpenClaw agents), AIRQ (AI Risk Quadrant Report for ranking 100+ AI agents), and targeted red teaming services for MCP, GenAI, and LLM. The platform is structured around three service tiers: Secure AI Awareness (threat intelligence and training), Secure AI Assessment (vulnerability identification), and Secure AI Assurance (remediation and monitoring). The company pioneered AI security with patent-pending technology and contributes to OWASP, NIST, and CSA standards.
Differentiator
Problem solved
Functional benefit
Brands
- SecureClaw: Open-source security plugin and behavioral security skill designed specifically to secure OpenClaw AI agents, aligned with OWASP standards and covering threat categories such as MITRE ATLAS.
- AIRQ
- Agentic AI Security Platform
Products and services
- Agentic AI Security Platform Continuous AI red teaming and remediation platform for custom AI agents. Runs autonomous security assessment campaigns on every model update, prompt change, and new tool connection, identifying vulnerabilities such as prompt injection, goal hijacking, tool misuse, privilege abuse, and memory poisoning, then auto-generates patches and actionable reports for prioritized remediation. For enterprises deploying autonomous AI agents and LLMs.
- AI Red Teaming for MCP Security assessment and red teaming services specifically designed for Model Context Protocol (MCP) implementations, addressing unique vulnerabilities in AI tool integration frameworks. For enterprises deploying MCP-based AI agents and tool integrations.
- AI Red Teaming for GenAI Security testing and vulnerability assessment for generative AI applications and systems, covering prompt injection, data leakage, and model manipulation risks. For organizations deploying generative AI applications in production.
- AI Red Teaming for LLM Comprehensive security testing for large language models including jailbreak evaluation, prompt leaking detection, and adversarial attack assessment. For enterprises deploying LLMs in production.
- SecureClaw for OpenClaw Open-source OWASP-aligned security plugin and behavioral security skill for OpenClaw AI agents. Provides automated auditing, hardening, and behavioral checks addressing the full attack surface per OWASP standards and MITRE ATLAS threat categories including prompt injection, credential exposure, and supply-chain threats. For OpenClaw AI agent developers and security teams.
- AIRQ (AI Risk Quadrant Report) First independent AI agent security rating and open-source risk scoring framework. Ranks 100+ AI agents across attack surface, blast radius, and defenses. Enables enterprises to compare AI agents by security risk and assess their own AI stack using the open-source methodology. For enterprise security teams evaluating AI agent deployments.
- Secure AI Awareness Service to demonstrate AI risks and shape AI governance strategy, consisting of Policy Checkup, AI Risks Training, and Threat Intelligence for informed decisions. For organizations building their initial AI security awareness and governance programs.
- Secure AI Assessment AI integrity validation and vulnerability identification through Threat Modeling, Vulnerability Audit, and automated AI Red Teaming. For organizations needing a structured AI vulnerability assessment engagement.
- Secure AI Assurance AI risk remediation and lifecycle management for AI integrity, consisting of Security Evaluation, Risk Mitigation, and Attack Detection capabilities. For organizations requiring ongoing AI security assurance after deployment.
Companies that use Adversa AI
Customer profileNamed customers2 records
Segments5 records
Ideal customer profiles3 records
Adversa AI technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability6 records
Feature6 records
Adversa AI partnerships and signals
Strategic signalPartnerships
Five partnerships are on record, tiered core.
- OWASPcoreAdversa AI co-leads the CoSAI Agentic AI Security workstream and actively contributes to OWASP AI security frameworks including the Agentic AI Security Top 10. Company experts help author OWASP standards and reference guides.
- NISTcoreContributes to NIST AI security standards development as part of the company's thought leadership and industry standards engagement.
- CSA (Cloud Security Alliance)coreContributes to CSA AI security standards and participated in CSA Pitchapalooza 2025 award competition.
- CoSAI (Coalition for Secure AI)coreCo-leads the Agentic AI Security workstream within CoSAI, contributing to the development of AI security frameworks and best practices.
- OpenClawcoreSecureClaw, developed by Adversa AI, is an open-source OWASP-aligned security plugin and skill specifically designed for OpenClaw AI agents. Company plans to continue developing security solutions for the OpenClaw ecosystem.
Scale indicators3 records
Recent moves6 records
Expansion highlights5 records
Adversa AI competitors and assessment
Company assessmentDirect peers
- HiddenLayer: Direct competitor offering AI/ML model security, red teaming, and adversarial attack protection for enterprise AI systems. Closely comparable product category, target market, and use cases (LLM and ML model protection).
- Mindgard: Competitor providing AI security testing and adversarial ML assessment for enterprise AI systems. Comparable red teaming and vulnerability research positioning.
- TrojAI: Competitor in AI/ML model security with focus on detecting trojans, backdoors, and adversarial vulnerabilities in models. Adjacent but overlapping offering in enterprise AI security validation.
- Calypso AI: Competitor focused on AI security testing and adversarial defense for enterprise LLM deployments. Comparable offering in red teaming and model validation for generative AI.
- Protect AI: Competitor in AI/ML security with red teaming, scanning, and threat modeling for LLMs and ML models. Recently acquired by Palo Alto Networks, indicating incumbent consolidation of the same category Adversa AI operates in.
- Robust Intelligence: Direct competitor in AI model security and validation for enterprise AI deployments. Acquired by Cisco, illustrating the strategic value of the AI security category to large platform vendors.
- Lakera: Competitor offering LLM security, prompt injection defense, and AI red teaming. Overlapping product portfolio in protecting enterprise generative AI applications.
Broad incumbents
- Microsoft (Azure AI Red Team / AI Content Safety): Major platform incumbent offering AI red teaming services, Azure AI Content Safety, and Prompt Shields as part of broader Azure AI portfolio. Represents bundled competition for enterprise buyers.
- Cisco (post Robust Intelligence acquisition): Incumbent that acquired Robust Intelligence to embed AI security into its broader networking and security platform. Represents strategic competitor bundling AI red teaming into enterprise security suites.
- IBM (watsonx.governance): Incumbent offering enterprise AI governance, risk, and compliance tooling via watsonx.governance. Competes in the AI GRC category with broader portfolio reach into regulated enterprises.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat5 records
Key risks6 records
Key highlights6 records
Customer concentration
Adversa AI social profiles
Digital presenceAdversa AI compliance and trust
Trust signalCompliance1 record
Adversa AI financial estimates
Financial estimateRevenue estimate
Valuation estimate
Adversa AI leadership team
Management profileNumber of profiles
Profiles2 records
Adversa AI funding detail
Funding detailFunding overview
Funding rounds1 record
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Adversa AI M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Adversa AI
What does Adversa AI do?
Adversa AI delivers continuous AI red teaming and remediation for custom AI agents, LLMs, and GenAI applications via its Agentic AI Security Platform. The platform autonomously runs security assessments on every model update, prompt change, and new tool connection, identifying vulnerabilities such as prompt injection, goal hijacking, tool misuse, privilege abuse, and memory poisoning. It also offers specialized modules (SecureClaw, AIRQ), targeted red teaming for MCP/GenAI/LLM, and tiered services (Secure AI Awareness, Secure AI Assessment, Secure AI Assurance).
Is Adversa AI a public or private company?
Adversa AI is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Adversa AI founded?
Adversa AI was founded in 2019. It employs 1 to 10 people.
Where is Adversa AI based?
Adversa AI is headquartered in Tel Aviv, Israel, in the Middle East region.
How does Adversa AI make money?
Three revenue lines are on record. AI Red Teaming Platform is the primary driver. The others are managed Services and enterprise Security Assessment.
Who are Adversa AI's main competitors?
Direct peers on record are HiddenLayer, Mindgard, TrojAI, Calypso AI, Protect AI, Robust Intelligence and Lakera. Broad incumbents are Microsoft (Azure AI Red Team / AI Content Safety), Cisco (post Robust Intelligence acquisition) and IBM (watsonx.governance).
Does Adversa AI have an API?
No public API is recorded for Adversa AI.
What industry is Adversa AI in?
Adversa AI's product category is AI Security Software. Its primary akta.pro industry code is HDAAAKAC, Model Security Testing & Red Teaming (adversarial ML, jailbreaks), with a secondary code of HDAEANAG, Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII). Its NAICS code is 541511 and its SIC code is 7372.