- 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:
Enkrypt AI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Enkrypt AI
Enkrypt AI secures enterprises against generative AI risks with its comprehensive security platform that detects threats, removes vulnerabilities, and monitors the latest insights on security, compliance and AI performance.
Enkrypt AI secures enterprises against generative AI risks with its comprehensive security platform that detects threats, removes vulnerabilities, and monitors the latest insights on security, compliance and AI performance.
- LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM04:23, LLM03:23
- Stage: Govern, Scope & Plan
Company, OSS Project:
Ansvar Systems AB
Wiz
Commercial
Red Teaming
- Red Teaming
Solution:
Ansvar Intelligence Portal
MCP-native compliance intelligence and threat modeling platform. 91 MCP servers deliver deterministic access to security frameworks, global legislation, and vulnerability data with hard-linked citations to original sources, creating auditable evidentiary
- Stage: Operate
Company, OSS Project:
Red Specter Security Research Ltd
Wiz
Commercial
Agentic
- Agentic
Solution:
Red Specter AI Shield
Runtime security platform for LLMs and AI agents. 103 modules covering prompt injection, jailbreak detection, output sanitisation, memory forensics, and kill_switch. Ed25519_signed audit trail.
Runtime security platform for LLMs and AI agents. 103 modules covering prompt injection, jailbreak detection, output sanitisation, memory forensics, and kill_switch. Ed25519_signed audit trail.
- ASI09:26, ASI10:26, ASI01:26, ASI02:26, ASI03:26, ASI05:26, ASI06:26, ASI07:26, ASI08:26
- Stage: Govern
Company, OSS Project:
Barndoor AI
Wiz
Commercial
Agentic
- Agentic
Solution:
Barndoor AI
A centralized control plane that governs enterprise AI interactions through existing policies and identity rules. It provides end-to-end visibility, compliance auditing, and secure data access for LLMs, agents, and tools.
A centralized control plane that governs enterprise AI interactions through existing policies and identity rules. It provides end-to-end visibility, compliance auditing, and secure data access for LLMs, agents, and tools.
- ASI05:26, ASI07:26, ASI10:26, ASI01:26, ASI02:26, ASI03:26
- Stage: Develop & Experiment
Company, OSS Project:
Pangea
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Pangea Authorization
Pangea's Authorization service is an access control engine that integrates with any AI application through easy-to-use APIs and SDKs. It is used to enforce access controls to LLMs, contextual data
Pangea's Authorization service is an access control engine that integrates with any AI application through easy-to-use APIs and SDKs. It is used to enforce access controls to LLMs, contextual data in RAG pipelines, and agent-based operations.
- LLM10:23, LLM08:23, LLM07:23, LLM06:23, LLM04:23
- Stage: Test & Evaluate
Company, OSS Project:
Protect AI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Recon
Recon runs automated and comprehensive penetration testing attacks on your LLM powered applications, to help protect you from unique security threats and vulnerabilities. It has the ability to run attacks
Recon runs automated and comprehensive penetration testing attacks on your LLM powered applications, to help protect you from unique security threats and vulnerabilities. It has the ability to run attacks from an attack library, use an agent for completely automated scans or perform human augmented scans using an LLM Agent.
- LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM04:23, LLM02:23, LLM01:23
- Stage: Test & Evaluate, Develop & Experiment, Augm & Fine Tune Data, Scope & Plan
Company, OSS Project:
CyCraft Technology
Wiz
Commercial
Red Teaming
- Red Teaming
Solution:
XecART
XecART AI Red Teaming Security Assessment covers model testing, compliance assessment and resilience evaluation. Based on standards including OWASP, ISO, NIST, and financial regulatory guidelines, XecART delivers compliance reports through
- Stage: Monitor
Company, OSS Project:
Backslash Security
Wiz
Commercial
Agentic
- Agentic
Solution:
Backslash Agentic AI Endpoint Sexurity
Backslash provides discovery, governance and real-time protection for the agentia AI fabric on endpoints, including agents, skills, MCPs, plugins, and hooks. We enable security teams to place guardrails for safe
Backslash provides discovery, governance and real-time protection for the agentia AI fabric on endpoints, including agents, skills, MCPs, plugins, and hooks. We enable security teams to place guardrails for safe AI usage and prevent threats including prompt injections, drift and privilege escalations, the use of unapproved components, and data and credential theft.
- ASI01:26, ASI02:26, ASI03:26, ASI05:26, ASI07:26, ASI09:26, ASI10:26
- Stage: Test & Evaluate
Company, OSS Project:
DATUMO
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
DATUMO
DATUMO provides evaluation and red teaming capabilities for LLM applications, enabling automated testing, risk detection, and performance analysis across data, model, and application layers to support reliable, safe, and scalable
DATUMO provides evaluation and red teaming capabilities for LLM applications, enabling automated testing, risk detection, and performance analysis across data, model, and application layers to support reliable, safe, and scalable AI system operation.
- LLM01:25, LLM02:25, LLM03:25, LLM04:25, LLM05:25, LLM07:25, LLM09:25
- 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.
- LLM03:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23
- 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.
- ASI01:26, ASI02:26, ASI03:26, ASI05:26, ASI06:26, ASI07:26, ASI08:26, ASI09:26, ASI10:26
- Stage: Monitor
Company, OSS Project:
HiddenLayer, Inc
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
HiddenLayer AISec Platform
HiddenLayer is the leading provider of Security for AI. Its security platform helps enterprises safeguard AI assets, including predictive and generative models. HiddenLayer's solution provides automated and scalable Security for
HiddenLayer is the leading provider of Security for AI. Its security platform helps enterprises safeguard AI assets, including predictive and generative models. HiddenLayer's solution provides automated and scalable Security for AI across the ML lifecycle via their core product solution: ML Model Scanner, AI Detection & Response and Workbench. Founded by a team with deep roots in security and ML, HiddenLayer aims to protect enterpriseÕs AI from prompt injection, bypass, extraction attacks, and model theft.
- Stage: Test & Evaluate
Company, OSS Project:
Ausidta
Wiz
Commercial
Red Teaming
- Red Teaming
Solution:
aiwargames
AI War Games is a hands-on AI red teaming and agentic security training platform that helps teams discover vulnerabilities in LLM and agent-based systems through guided adversarial missions, interactive sandbox
AI War Games is a hands-on AI red teaming and agentic security training platform that helps teams discover vulnerabilities in LLM and agent-based systems through guided adversarial missions, interactive sandbox testing, attack replay, and defense-oriented learning.
- Stage: Monitor
Company, OSS Project:
EUNOMATIX
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
LLMInspect
LLMInspect is an enterprise-level Generative AI Gateway to detect and block data leakages and data threats while ensuring the safe use of Commercial LLMs (like OpenAI, Gemini, DeepSeek, Mistral, etc).
LLMInspect is an enterprise-level Generative AI Gateway to detect and block data leakages and data threats while ensuring the safe use of Commercial LLMs (like OpenAI, Gemini, DeepSeek, Mistral, etc).
- LLM01:25, LLM02:25, LLM03:25, LLM04:25, LLM05:25, LLM06:25, LLM07:25, LLM08:25, LLM09:25, LLM10:25
- Stage: Test & Evaluate, Develop & Experiment
Company, OSS Project:
TrojAI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
TrojAI Detect
TrojAI Detect secures AI behavior at build time. The AI security platform continuously red teams AI models to find security weaknesses in AI, ML, and GenAI models during model development
TrojAI Detect secures AI behavior at build time. The AI security platform continuously red teams AI models to find security weaknesses in AI, ML, and GenAI models during model development before they can be exploited.
- LLM04:23, LLM03:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM06:23
- Stage: Test & Evaluate, Monitor, Operate, Deploy
Company, OSS Project:
(Not Provided)
Wiz
Commercial
Agentic
- Agentic
Solution:
Citadel Lens
Evaluation, monitoring, and guardrails for your AI agents, generative AI, and predictive AI systems. Iteratively design highly domain-specific metrics that combine human expertise and LLM judges.
Evaluation, monitoring, and guardrails for your AI agents, generative AI, and predictive AI systems. Iteratively design highly domain-specific metrics that combine human expertise and LLM judges.
Visit Solution
- Stage: Test & Evaluate
Company, OSS Project:
VeriGenAI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
VeriGen Red Team
Automated Red Team security scanning and governance for Generative AI applicationsÑrapidly detecting vulnerabilities, enabling continuous compliance with OWASP standards, and accelerating safe deployment across multi-cloud and private environments.
Automated Red Team security scanning and governance for Generative AI applicationsÑrapidly detecting vulnerabilities, enabling continuous compliance with OWASP standards, and accelerating safe deployment across multi-cloud and private environments.
- Stage: Scope & Plan
Company, OSS Project:
Mitre
Wiz
Open Source
GenAI LLM
- GenAI LLM
Solution:
Mitre ATLAS
ATLAS (Adversarial Threat Landscape for Artificial-Intelligence Systems) is a globally accessible, living knowledge base of adversary tactics and techniques against Al-enabled systems based on real-world attack observations and realistic demonstrations
ATLAS (Adversarial Threat Landscape for Artificial-Intelligence Systems) is a globally accessible, living knowledge base of adversary tactics and techniques against Al-enabled systems based on real-world attack observations and realistic demonstrations from Al red teams and security groups.
- 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, Release, Test & Evaluate, Develop & Experiment, Augm & Fine Tune Data, Scope & Plan
Company, OSS Project:
Palo Alto Networks
Wiz
Commercial
Red Teaming
- Red Teaming
Solution:
Palo Alto Networks – Prisma AIRS
Prisma AIRS includes modules for AI Red Teaming, which runs automated attack simulations on AI agents, and Agent Artifact Scanning, which scans model artifacts and agent source code to find
Prisma AIRS includes modules for AI Red Teaming, which runs automated attack simulations on AI agents, and Agent Artifact Scanning, which scans model artifacts and agent source code to find sources of risk.
This includes the ability to run automated profiling, where AI Red Teaming gathers details about a target's tools, use case, and system prompts in order to tailor attack simulations to each target agent. Reports from AI Red Teaming automatically feed into runtime guardrails that the security architect can leverage.
- Stage: Monitor
Company, OSS Project:
Repello AI
Wiz
Commercial
Agentic
- Agentic
Solution:
ARGUS
ARGUS — Real-time runtime security that blocks malicious prompts, jailbreaks, and harmful outputs under 200 ms across text, image, and voice; provides multimodal filtering (100+ languages), adaptive guardrails, audit logging,
ARGUS — Real-time runtime security that blocks malicious prompts, jailbreaks, and harmful outputs under 200 ms across text, image, and voice; provides multimodal filtering (100+ languages), adaptive guardrails, audit logging, and policy enforcement.
- ASI05:26, ASI06:26, ASI07:26, ASI08:26, ASI09:26, ASI10:26, ASI01:26, ASI02:26, ASI03:26
- Stage: Operate
Company, OSS Project:
Blueteam AI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Blueteam AI Gateway is a network-layer appliance that intercepts traffic to AI models and discovers AI use, safeguards data from leaking, and governs safe and responsible AI use through real-time
Blueteam AI Gateway is a network-layer appliance that intercepts traffic to AI models and discovers AI use, safeguards data from leaking, and governs safe and responsible AI use through real-time policy enforcement.