- GEN AI SECURITY
- Solution landscape
AI Security Landscape – Solutions Directory
The landscape directory includes traditional and emerging security controls addressing Generative
AI, Agentic and AI Red Teaming. It is not a comprehensive list or an endorsement but a community
resource of open source and proprietary solutions.
- Filters:
Landscape
Solution Type
SecOps Stages
- Stage: Test & Evaluate
Company, OSS Project:
Adversa AI
Wiz
Commercial
Red Teaming
- Red Teaming
Solution:
Adversa AI Red Teaming Platform
Adversa AI's Red Teaming platform provides automated security testing of Generative AI systems, identifying all possible vulnerabilities like jailbreaks, prompt injections, and adversarial attacks to enhance AI security and safety.
Adversa AI's Red Teaming platform provides automated security testing of Generative AI systems, identifying all possible vulnerabilities like jailbreaks, prompt injections, and adversarial attacks to enhance AI security and safety.
- LLM03:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23
- Stage: Monitor
Company, OSS Project:
Fiddler AI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Fiddler AI
The Fiddler AI Observability and Security platform offers the industry's fastest guardrails, with response times <100 ms, to protect LLM applications from hallucinations, safety violations, and jailbreak attempts in cloud
The Fiddler AI Observability and Security platform offers the industry's fastest guardrails, with response times <100 ms, to protect LLM applications from hallucinations, safety violations, and jailbreak attempts in cloud or private VPC environments.
- LLM01:25, LLM02:25, LLM04:25, LLM07:25, LLM09:25
- LLM02:23, LLM01:23, LLM09:23, LLM07:23, LLM04:23
- Stage: Test & Evaluate
Company, OSS Project:
Repello AI
Wiz
Commercial
Agentic
- Agentic
Solution:
ARTEMIS
ARTEMIS — Continuously stress-tests applications using 1,200+ curated attack techniques mapped to 270+ GenAI vulnerabilities, producing structured results aligned to OWASP LLM-Top-10, NIST RMF, and MITRE ATL with severity, impact,
ARTEMIS — Continuously stress-tests applications using 1,200+ curated attack techniques mapped to 270+ GenAI vulnerabilities, producing structured results aligned to OWASP LLM-Top-10, NIST RMF, and MITRE ATL with severity, impact, and remediation.
- ASI05:26, ASI06:26, ASI07:26, ASI08:26, ASI09:26, ASI10:26, ASI01:26, ASI02:26, ASI03:26
- Stage: Monitor
Company, OSS Project:
HiddenLayer, Inc
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
AISec Platform
The AISec platform ML Model Scanner, AI Detection & Response and Workbench helps enterprises safeguard AI assets, including predictive and generative models.
The AISec platform ML Model Scanner, AI Detection & Response and Workbench helps enterprises safeguard AI assets, including predictive and generative models.
- LLM01:23, LLM10:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM02:23
- Stage: Deploy
Company, OSS Project:
Aim Security
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Aim Security
The Aim AI Security platform ensures the security of every AI interaction, agent, and application, safeguarding against adversarial attacks, data leaks, and compliance breaches.
The Aim AI Security platform ensures the security of every AI interaction, agent, and application, safeguarding against adversarial attacks, data leaks, and compliance breaches.
- Stage: Test & Evaluate
Company, OSS Project:
Red Specter Security Research Ltd
Wiz
Commercial
Agentic
- Agentic
Solution:
Red Specter NIGHTFALL
Unified offensive AI framework with 40 tools covering prompt injection, jailbreaks, data poisoning, guardrail bypass, and autonomous campaign orchestration. Produces Ed25519_signed, timestamped evidence.
Unified offensive AI framework with 40 tools covering prompt injection, jailbreaks, data poisoning, guardrail bypass, and autonomous campaign orchestration. Produces Ed25519_signed, timestamped evidence.
- ASI05:26, ASI06:26, ASI07:26, ASI08:26, ASI09:26, ASI10:26, ASI01:26, ASI02:26, ASI03:26
- Stage: Monitor, Test & Evaluate
Company, OSS Project:
KELA
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
AiFort
AiFort by KELA is an automated, intelligence-led red teaming platform designed to protect GenAI applications. AiFort allows organizations full protection through test simulations of their GenAI applications against a wide
AiFort by KELA is an automated, intelligence-led red teaming platform designed to protect GenAI applications. AiFort allows organizations full protection through test simulations of their GenAI applications against a wide range of violation scenarios.
- LLM01:25, LLM02:25, LLM04:25, LLM05:25, LLM06:25, LLM08:25, LLM09:25
- Stage: Scope & Plan
Company, OSS Project:
NeuralTrust
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
NeuralTrust Data Masking
NeuralTrust Data Masking enables early identification and protection of sensitive data in LLM workflows, applying privacy-preserving techniques such as masking and anonymization to prevent exposure and ensure secure data handling.
NeuralTrust Data Masking enables early identification and protection of sensitive data in LLM workflows, applying privacy-preserving techniques such as masking and anonymization to prevent exposure and ensure secure data handling.
- LLM08:25, LLM09:25, LLM10:25, LLM01:25, LLM02:25, LLM03:25, LLM04:25, LLM05:25, LLM06:25, LLM07:25
- Stage: Test & Evaluate
Company, OSS Project:
F5
Wiz
Commercial
Agentic
- Agentic
Solution:
F5 AI Red Team
Evaluates agentic AI systems through adversarial testing of prompts, context, and multi-step workflows, simulating attack scenarios to identify unsafe behaviors, assess resilience, and provide structured findings to support risk assessment
Evaluates agentic AI systems through adversarial testing of prompts, context, and multi-step workflows, simulating attack scenarios to identify unsafe behaviors, assess resilience, and provide structured findings to support risk assessment and mitigation.
- ASI01:26, ASI02:26, ASI05:26, ASI06:26, ASI09:26
- Stage: Govern
Company, OSS Project:
Lumia Security
Wiz
Commercial
Agentic
- Agentic
Solution:
Lumia Security
Lumia Security—s AI Security and Governance platform helps organizations adopt AI safely, offering visibility, control, and risk mitigation across thousands of applications without disrupting productivity or creating a negative user
Lumia Security—s AI Security and Governance platform helps organizations adopt AI safely, offering visibility, control, and risk mitigation across thousands of applications without disrupting productivity or creating a negative user experience.
- ASI01:26, ASI02:26, ASI03:26, ASI05:26, ASI08:26, ASI09:26
- Stage: Monitor
Company, OSS Project:
(Not Provided)
Wiz
Proprietary
Agentic
- Agentic
Solution:
Microsoft Defedner for Cloud Apps
Microsoft Defender for Cloud Apps provide customers with the ability to discover, assess and govern the usage of AI SaaS applications, and AI applications connections to Microsoft 365 environment, together
Microsoft Defender for Cloud Apps provide customers with the ability to discover, assess and govern the usage of AI SaaS applications, and AI applications connections to Microsoft 365 environment, together with threat detections for malicious usage of managed Gen AI applications, starting with Microsoft Copilot.
- ASI08:26, ASI09:26, ASI01:26, ASI02:26, ASI05:26
Visit Solution
- Stage: Deploy
Company, OSS Project:
Lasso Security
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Lasso for Employees
Lasso for employees is an easy-to-install Browser Extension that provides organizations with a holistic view and comprehensive protection of GenAI usage in under 10 minutes from installation. Monitor and protect
Lasso for employees is an easy-to-install Browser Extension that provides organizations with a holistic view and comprehensive protection of GenAI usage in under 10 minutes from installation. Monitor and protect employee GenAI chatbot usage to ensure security and compliance.
- LLM08:25, LLM09:25, LLM10:25, LLM01:25, LLM02:25, LLM03:25, LLM04:25, LLM05:25, LLM06:25, LLM07:25
- LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23
- Stage: Test & Evaluate
Company, OSS Project:
Citadel AI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Citadel Lens
Citadel Lens is a tool for multilingual, automated red teaming and evaluation of LLM applications.
Citadel Lens is a tool for multilingual, automated red teaming and evaluation of LLM applications.
- LLM06:23, LLM02:23, LLM01:23
- Stage: Monitor
Company, OSS Project:
Veza
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Veza Access Monitoring
Detects identity threats by correlating effective permissions (create, read, write, delete) with actual usage. Identifies over-privileged identities and anomalous behavior within AI workloads in real-time, alerting to potential data exfiltration
Detects identity threats by correlating effective permissions (create, read, write, delete) with actual usage. Identifies over-privileged identities and anomalous behavior within AI workloads in real-time, alerting to potential data exfiltration or model tampering attempts in real-time.
- LLM01:25, LLM03:25, LLM06:25, LLM07:25
- Stage: Test & Evaluate
Company, OSS Project:
Eunomatix
Wiz
Commercial
Agentic
- Agentic
Solution:
InspectRAG
InspectRAG is an enterprise-level RAG(Inspect Retrieval-Augmented Generation) with a secure document access and retrieval system that integrates OpenID for authentication, Active Directory (AD) for role management, and multiple organizatonal platforms
InspectRAG is an enterprise-level RAG(Inspect Retrieval-Augmented Generation) with a secure document access and retrieval system that integrates OpenID for authentication, Active Directory (AD) for role management, and multiple organizatonal platforms such as sharepoint , jira , confluence etc for storing and managing documents.
It ensures that only authorized users can query and access files based on real-time permission matching. Whether deployed on-premise or in the cloud, InspectRAG offers seamless integration with your organization—s existing infrastructure to enhance security, compliance, and collaboration.
- ASI02:26, ASI03:26
- Stage: Monitor, Operate, Deploy
Company, OSS Project:
TrojAI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
TrojAI Defend
TrojAI Defend protects AI models from evolving threats at runtime, including prompt injection, jailbreaking, DoS attacks, data leakage and loss, and toxic or offensive content.
TrojAI Defend protects AI models from evolving threats at runtime, including prompt injection, jailbreaking, DoS attacks, data leakage and loss, and toxic or offensive content.
- LLM10:23, LLM06:23, LLM04:23, LLM02:23, LLM01:23
- Stage: Monitor
Company, OSS Project:
Meta
Wiz
Open Source
GenAI LLM
- GenAI LLM
Solution:
PromptGuard
PromptGuard is a lightweight, low-latency model for detecting prompt injections and jailbreaks. The model sees significant iteration driven by community adoption and feedback, making it more robust over time.
PromptGuard is a lightweight, low-latency model for detecting prompt injections and jailbreaks. The model sees significant iteration driven by community adoption and feedback, making it more robust over time.
- LLM01:23
- 440
- Stage: Test & Evaluate
Company, OSS Project:
Asenion
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Asenion AI Assurance
Policy-aware AI Assurance solution to test AI against safety, security and compliance.
Policy-aware AI Assurance solution to test AI against safety, security and compliance.
- Stage: Monitor, Deploy, Develop & Experiment
Company, OSS Project:
Operant AI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Operant 3D Runtime Defense
Operant provides runtime application defense with threat detection and remediation, automated policy enforcement, and in-line PII redaction. It secures cloud-native environments, protecting APIs, data flows, and AI workloads against emerging
Operant provides runtime application defense with threat detection and remediation, automated policy enforcement, and in-line PII redaction. It secures cloud-native environments, protecting APIs, data flows, and AI workloads against emerging threats without requiring instrumentation or integrations.
- LLM10:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM02:23, LLM01:23
- Stage: Monitor
Company, OSS Project:
Lakera
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Lakera
Lakera is an AI Application Firewall that protects against prompt attacks, data loss, and inappropriate content. Lakera integrates with a single line of code and offers no-code policy configuration for
Lakera is an AI Application Firewall that protects against prompt attacks, data loss, and inappropriate content. Lakera integrates with a single line of code and offers no-code policy configuration for enterprise-wide security.
- LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23
- Stage: Govern, Monitor, Operate, Deploy, Test & Evaluate, Develop & Experiment
Company, OSS Project:
Tenet Security
Wiz
Commercial
Agentic
- Agentic
Solution:
Tenet Security
Correlates AI agent LLM calls, tool invocations, syscalls, and filesystem operations in real time to detect behavioral anomalies, adversarial logic exploits, and prompt injection attacks across autonomous agent sessions.
Correlates AI agent LLM calls, tool invocations, syscalls, and filesystem operations in real time to detect behavioral anomalies, adversarial logic exploits, and prompt injection attacks across autonomous agent sessions.
- ASI01:26, ASI02:26, ASI03:26, ASI05:26, ASI06:26, ASI07:26, ASI08:26, ASI09:26, ASI10:26