- 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: Augm & Fine Tune Data, Scope & Plan, Govern, Monitor, Deploy
Company, OSS Project:
Exabeam Inc.
Wiz
Commercial
Solution:
Agent Behavior Analytics/Exabeam Nova
Agent Behavior Analytics detects anomalous AI agent behavior using patented behavioral analytics. Exabeam Nova prioritizes risk with dynamic scoring and reduces TDIR workload by up to 80% through automated investigation,
Agent Behavior Analytics detects anomalous AI agent behavior using patented behavioral analytics. Exabeam Nova prioritizes risk with dynamic scoring and reduces TDIR workload by up to 80% through automated investigation, timeline reconstruction, contextual summaries, and analyst assistant guidance aligned to investigation outcomes.
- ASI10:26, ASI01:26, ASI02:26, ASI03:26, ASI05:26, ASI07:26, ASI08:26, ASI09:26
- 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: Test & Evaluate
Company, OSS Project:
ai&me
Wiz
Commercial
Agentic
- Agentic
Solution:
ai&me
ai&me is a lifecycle-driven AI assurance platform that enables low-code, contextual adversarial testing, behavioral QA, real-time firewalling, and post-deployment evaluation. It integrates into development workflows to test, secure, and monitor
ai&me is a lifecycle-driven AI assurance platform that enables low-code, contextual adversarial testing, behavioral QA, real-time firewalling, and post-deployment evaluation. It integrates into development workflows to test, secure, and monitor generative AI applications across pre-production and production environments.
- ASI06:26, ASI07:26, ASI09:26, ASI10:26, ASI01:26, ASI02:26, ASI05:26
- Stage: Govern, Operate, Test & Evaluate
Company, OSS Project:
Vulcan
Wiz
Commercial
Red Teaming
- Red Teaming
Solution:
Vulcan
Identify your AI application vulnerabilities with Vulcan’s red teaming services, and monitor and protect what matters most in real time with Vulcan’s guardrails.
- Stage: Scope & Plan
Company, OSS Project:
Microsoft
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Microsoft Defender for Cloud AI-SPM
Defender for Cloud AI-SPM identifies vulnerabilities and misconfigurations in generative AI apps on Azure OpenAI, Azure Machine Learning, and Amazon Bedrock, providing actionable recommendations and integrated Defender CSPM to strengthen
Defender for Cloud AI-SPM identifies vulnerabilities and misconfigurations in generative AI apps on Azure OpenAI, Azure Machine Learning, and Amazon Bedrock, providing actionable recommendations and integrated Defender CSPM to strengthen security and reduce risk.
- LLM04:25, LLM08:25
- Stage: Govern, Monitor, Operate, Test & Evaluate
Company, OSS Project:
Dynamo AI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
DynamoGuard
DynamoGuard offers real-time guardrailing for GenAI, customizable in natural language and capable of running in the cloud, hybrid, on-prem or fully on edge devices to ensure complete AI privacy and
DynamoGuard offers real-time guardrailing for GenAI, customizable in natural language and capable of running in the cloud, hybrid, on-prem or fully on edge devices to ensure complete AI privacy and security.
- LLM01:25, LLM06:25, LLM09:25
- Stage: Govern, Monitor, Operate, Deploy, Release, Test & Evaluate, Augm & Fine Tune Data, Scope & Plan
Company, OSS Project:
Zenity
Wiz
Commercial
Agentic
- Agentic
Solution:
Zenity
Zenity is the first platform purpose-built to secure AI agent behavior, access, and tool use - across SaaS, Cloud, and Endpoint. From discovery to intent-breaking detection and inline prevention, Zenity
Zenity is the first platform purpose-built to secure AI agent behavior, access, and tool use - across SaaS, Cloud, and Endpoint. From discovery to intent-breaking detection and inline prevention, Zenity delivers full-lifecycle protection in a single agent-centric platform.
- ASI01:26, ASI02:26, ASI03:26, ASI05:26, ASI06:26, ASI07:26, ASI08:26, ASI09:26, ASI10:26
- Stage: Augm & Fine Tune Data
Company, OSS Project:
Decisionbox
Wiz
Open Source
GenAI LLM
- GenAI LLM
Solution:
Decisionbox
Decisionbox makes LLM applications learn from data by transforming zero-shot prompts into fine-tuned machine learning classifiers.
Decisionbox makes LLM applications learn from data by transforming zero-shot prompts into fine-tuned machine learning classifiers.
- LLM05:23, LLM03:23, LLM02:23
- Stage: Monitor
Company, OSS Project:
Akto
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Akto
Akto is an AI agent and MCP Security Solution for Discovery, Red teaming and runtime protection of your agentic Assets ( Agents, MCPs, LLMs). For employees and for homegrown apps.
Akto is an AI agent and MCP Security Solution for Discovery, Red teaming and runtime protection of your agentic Assets ( Agents, MCPs, LLMs). For employees and for homegrown apps.
- Stage: Develop & Experiment
Company, OSS Project:
Pangea
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Pangea Prompt Guard
Pangea's Prompt Guard service utilizes a deep understanding of prompt templates, heuristics and trained models to detect direct or indirect prompt injection attacks and jailbreak attempts.
Pangea's Prompt Guard service utilizes a deep understanding of prompt templates, heuristics and trained models to detect direct or indirect prompt injection attacks and jailbreak attempts.
- LLM03:23, LLM01:23
- Stage: Monitor, Operate, Test & Evaluate
Company, OSS Project:
TestSavant.AI
Wiz
Commercial
Agentic
- Agentic
Solution:
TestSavant.AI
Automated and human-augmented adversarial red-teaming engine that stress-tests generative and agentic AI applications under adversarial conditions and produces evidence-grade findings mapped to risk categories. Runs domain-specific and generic attack suites,
Automated and human-augmented adversarial red-teaming engine that stress-tests generative and agentic AI applications under adversarial conditions and produces evidence-grade findings mapped to risk categories. Runs domain-specific and generic attack suites, multi-turn and multi-agent attack simulations with reconnaissance-driven adaptive attackers, and scheduled regression testing against live endpoints, browser UIs, and CI/CD pipelines.
- ASI06:26, ASI07:26, ASI08:26, ASI09:26, ASI01:26, ASI02:26, ASI05:26
- Stage: Govern, Monitor, Deploy, Test & Evaluate
Company, OSS Project:
Humanbound
Wiz
Commercial
Red Teaming
- Red Teaming
Solution:
Humanbound
Continuously test AI agents for security vulnerabilities using adversarial penetration testing. Discover unsanctioned AI services across cloud environments. Track security posture, manage findings, and export guardrails.
Continuously test AI agents for security vulnerabilities using adversarial penetration testing. Discover unsanctioned AI services across cloud environments. Track security posture, manage findings, and export guardrails.
- Stage: Monitor
Company, OSS Project:
CalypsoAI
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
The CalypsoAI Inferenc Platform
CalypsoAI secures generative AI across applications and agents. The CalypsoAI Inference Platform tests, defends, and monitors AI in production. With Defend, Red-Team, and Observe, enterprises gain control and confidence in
CalypsoAI secures generative AI across applications and agents. The CalypsoAI Inference Platform tests, defends, and monitors AI in production. With Defend, Red-Team, and Observe, enterprises gain control and confidence in their GenAI deployments.
- Stage: Govern
Company, OSS Project:
Cranium
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Cranium Platform and AI Trust Hub
Whether organizations are builders and/or consumers of AI, Cranium offers a comprehensive platform that enables complete security, compliance, and trust across the entire AI supply chain.
Whether organizations are builders and/or consumers of AI, Cranium offers a comprehensive platform that enables complete security, compliance, and trust across the entire AI supply chain.
- LLM04:25, LLM05:25, LLM06:25, LLM07:25, LLM08:25, LLM09:25, LLM10:25, LLM01:25, LLM02:25, LLM03:25
- Stage: Develop & Experiment
Company, OSS Project:
Pangea
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Pangea Data Guard
Prompt inputs, responses, and data ingestion from external sources can all be evaluated for malicious content with Pangea's Data Guard to protect LLMs and users from threatening content.
Prompt inputs, responses, and data ingestion from external sources can all be evaluated for malicious content with Pangea's Data Guard to protect LLMs and users from threatening content.
- LLM02:23, LLM10:23, LLM07:23, LLM03:23
- Stage: Test & Evaluate
Company, OSS Project:
Hirundo
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Hirundo
Hirundo is the first Machine Unlearning platform, addressing AI issues at their core. It makes AI forget, removing unwanted data and behaviors from LLMs to reduce bias, hallucinations, and security
Hirundo is the first Machine Unlearning platform, addressing AI issues at their core. It makes AI forget, removing unwanted data and behaviors from LLMs to reduce bias, hallucinations, and security risks.
- Stage: Operate
Company, OSS Project:
Cloudsine Pte Ltd
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
WebOrion® Protector Plus
WebOrion® Protector Plus is a GenAI firewall, built to protect GenAI applications against cyber threats. Its ShieldPrompt™ add-on offers an advanced level of protection, including canary checks, retokenization, contextualized guardrails
WebOrion® Protector Plus is a GenAI firewall, built to protect GenAI applications against cyber threats. Its ShieldPrompt™ add-on offers an advanced level of protection, including canary checks, retokenization, contextualized guardrails and vector database checks.
- LLM01:25, LLM02:25, LLM05:25, LLM07:25, LLM08:25, LLM09:25, LLM10:25
- Stage: Govern
Company, OSS Project:
ActiveFence
Wiz
Commercial
Solution:
ActiveFence | Red Teaming
ActiveFence Guardrails monitors generative AI inputs and outputs in real-time. It enforces customizable policies across text, image, audio, and video, providing live visibility and intervening to prevent unsafe or misaligned
ActiveFence Guardrails monitors generative AI inputs and outputs in real-time. It enforces customizable policies across text, image, audio, and video, providing live visibility and intervening to prevent unsafe or misaligned behaviors with contextualized localization in 20+ languages.
- ASI05:26, ASI06:26, ASI07:26, ASI08:26, ASI09:26, ASI10:26, ASI01:26, ASI02:26, ASI03:26
- Stage: Test & Evaluate, Monitor, Operate, Deploy
Company, OSS Project:
HiveTrace
Wiz
Commercial
Agentic
- Agentic
Solution:
HiveTrace
HiveTrace AI monitors gen AI and agentic traffic in real time, inspecting prompts and responses to detect injection attempts, privacy leaks, and hidden system instructions, then issues immediate alerts and
HiveTrace AI monitors gen AI and agentic traffic in real time, inspecting prompts and responses to detect injection attempts, privacy leaks, and hidden system instructions, then issues immediate alerts and logs events for compliance audits.
- ASI01:26, ASI02:26, ASI03:26, ASI05:26, ASI06:26, ASI07:26, ASI08:26, ASI09:26, ASI10:26
- Stage: Monitor, Operate, Test & Evaluate
Company, OSS Project:
Straiker Inc
Wiz
Commercial
GenAI LLM
- GenAI LLM
Solution:
Straiker AI
Secure AI Applications using two products. Ascend AI provides pentesting/red teaming across all layers of the applications. Defend AI provides visibility, guardrails for AI applications. With both approaches, we take
Secure AI Applications using two products. Ascend AI provides pentesting/red teaming across all layers of the applications. Defend AI provides visibility, guardrails for AI applications. With both approaches, we take a look at the threat vector at the application layer and not just the models
- LLM06:25, LLM07:25, LLM09:25, LLM01:25, LLM02:25, LLM05:25
- Stage: Develop & Experiment
Company, OSS Project:
NeuralTrust
Wiz
Commercial
Agentic
- Agentic
Solution:
NeuralTrust MCP Scanner
NeuralTrust MCP Scanner verifies MCP connectors and servers by scanning code, manifests, dependencies, and access configurations to detect vulnerabilities, poisoned tools, insecure defaults, and overly broad permissions before deployment.
NeuralTrust MCP Scanner verifies MCP connectors and servers by scanning code, manifests, dependencies, and access configurations to detect vulnerabilities, poisoned tools, insecure defaults, and overly broad permissions before deployment.
- ASI09:26, ASI10:26, ASI01:26, ASI02:26, ASI03:26, ASI05:26, ASI06:26, ASI07:26, ASI08:26