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OWASP GenAI Exploit Round-up Report Q1 2026

AI Security Solutions Landscape

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The landscape 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. Contributions are open and reviewed for accuracy.
GenAI LLM
Agentic AI
AI Red Teaming
Learn More about the Solutions Landscape Initiative here..

Landscape

Landscape
  • GenAI LLM (81)
  • Red Teaming (2)
  • Agentic (1)

Solution Type

Solution Type
  • Commercial (61)
  • Open Source (24)

SecOps Stages

SecOps Stages
  • Monitor (30)
  • Test & Evaluate (30)
  • Operate (25)
  • Develop & Experiment (19)
  • Govern (15)
  • Deploy (13)
  • Scope & Plan (9)
  • Augm & Fine Tune Data (5)
  • Release (5)
Simple Sort
LLMTop10 2025
LLMTop10 2023
Agetntic T10
Red Team Categories
  • Commercial
  • Stage: Govern, Monitor
Company, OSS Project:
Infotect Security
Solution:

Insight For Webservers (IWS)

Coverage Details
IWS scans outbound response traffic in real time for undesirable content and confidential data at layer 4. It is a paradigm shift in web security, allowing us to scan responses . . .
  • LLM07:23, LLM06:23, LLM05:23, LLM02:23, LLM01:23
Visit Solution Site
Solution:

Insight For Webservers (IWS)

  • Commercial
Solution Description:
IWS scans outbound response traffic in real time for undesirable content and confidential data at layer 4. It is a paradigm shift in web security, allowing us to scan responses from LLM models for DLP/Malware.
Risk Coverage
  • LLM07:23, LLM06:23, LLM05:23, LLM02:23, LLM01:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Monitor
Company, OSS Project:
GuardionAI
Solution:

GuardionAI

Coverage Details
GuardionAI provides a realtime & adaptive LLM guardrails API against prompt attacks, data leaks, off-policy behavior, and content violations. The platform allows users to monitor, audit, and refine guardrails through . . .
  • LLM01:25
  • LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23
Visit Solution Site
Solution:

GuardionAI

  • Commercial
  • GenAI LLM
Solution Description:
GuardionAI provides a realtime & adaptive LLM guardrails API against prompt attacks, data leaks, off-policy behavior, and content violations. The platform allows users to monitor, audit, and refine guardrails through continuous feedback.
Risk Coverage
  • LLM01:25
  • LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Develop & Experiment
Company, OSS Project:
Pangea
Solution:

Pangea Redact

Coverage Details
Protect your users and application by redacting sensitive info from prompt inputs, prompt responses, and contextual data, using Pangea's Redact service. . . .
  • LLM06:23, LLM03:23, LLM02:23, LLM01:23
Visit Solution Site
Solution:

Pangea Redact

  • Commercial
  • GenAI LLM
Solution Description:
Protect your users and application by redacting sensitive info from prompt inputs, prompt responses, and contextual data, using Pangea’s Redact service.
Risk Coverage
  • LLM06:23, LLM03:23, LLM02:23, LLM01:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Operate, Deploy
Company, OSS Project:
Cisco Systems, Inc.
Solution:

Cisco AI Runtime

Coverage Details
Cisco AI Runtime secures GenAI apps to address threats like prompt injections, sensitive data loss, and compliance concerns. Deploy guardrails around safety, privacy, relevancy, and security to govern your AI . . .
  • LLM07:23, LLM06:23, LLM04:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23
Visit Solution Site
Solution:

Cisco AI Runtime

  • Commercial
  • GenAI LLM
Solution Description:
Cisco AI Runtime secures GenAI apps to address threats like prompt injections, sensitive data loss, and compliance concerns. Deploy guardrails around safety, privacy, relevancy, and security to govern your AI operations.
Risk Coverage
  • LLM07:23, LLM06:23, LLM04:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Develop & Experiment
Company, OSS Project:
Pangea
Solution:

Pangea Prompt Guard

Coverage Details
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
Visit Solution Site
Solution:

Pangea Prompt Guard

  • Commercial
  • GenAI LLM
Solution Description:
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.
Risk Coverage
  • LLM03:23, LLM01:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Govern, Monitor, Operate
Company, OSS Project:
Aim Security
Solution:

Aim AI Security Platform

Coverage Details
The Aim AI Security Platform enables enterprises to secure every AI interaction throughout their AI adoption journey, from AI applications used directly by employees to third-party enterprise applications with embedded . . .
  • LLM01:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23
Visit Solution Site
Solution:

Aim AI Security Platform

  • Commercial
  • GenAI LLM
Solution Description:
The Aim AI Security Platform enables enterprises to secure every AI interaction throughout their AI adoption journey, from AI applications used directly by employees to third-party enterprise applications with embedded AI features, and custom-built AI applications.
Risk Coverage
  • LLM01:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Monitor, Deploy, Test & Evaluate, Develop & Experiment
Company, OSS Project:
Aqua Security
Solution:

Aqua Security

Coverage Details
Aqua facilitates secure application development and runtime protection by addressing vulnerabilities outlined in the OWASP Top 10 for LLM applications. . . .
  • LLM03:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23
Visit Solution Site
Solution:

Aqua Security

  • Commercial
  • GenAI LLM
Solution Description:
Aqua facilitates secure application development and runtime protection by addressing vulnerabilities outlined in the OWASP Top 10 for LLM applications.
Risk Coverage
  • LLM03:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23
Capability Coverage
  • Open Source
  • GenAI LLM
  • Stage: Govern
Company, OSS Project:
AI Verify Foundation
Solution:

AI Verify

Coverage Details
AI Verify is an AI governance testing framework and software toolkit that validates the performance of AI systems against a set of internationally recognized principles through standardized tests. . . .
Visit Solution Site
Solution:

AI Verify

  • Open Source
  • GenAI LLM
Solution Description:
AI Verify is an AI governance testing framework and software toolkit that validates the performance of AI systems against a set of internationally recognized principles through standardized tests.
Risk Coverage
Capability Coverage
  • Commercial
  • Agentic
  • Stage: Develop & Experiment, Monitor, Deploy, Test & Evaluate
Company, OSS Project:
(Not Provided)
Solution:

TrojAI

Coverage Details

TrojAI helps secure AI models, applications, and agents across both AI build time and AI runtime

. . .
  • ASI01:26, ASI02:26, ASI04:26, ASI05:26, ASI07:26
Visit Solution Site
Solution:

TrojAI

  • Commercial
  • Agentic
Solution Description:
TrojAI helps secure AI models, applications, and agents across both AI build time and AI runtime
Risk Coverage
  • ASI01:26, ASI02:26, ASI04:26, ASI05:26, ASI07:26
Capability Coverage
  • Apply runtime guardrails (e.g., LLM firewalls, tool allowlists), Available Agent Scanning, Conduct adversarial red-teaming:, Correlate telemetry from agent step tracing, tool execution, and message logs, Test & Evaluate, Deploy
  • Open Source
  • GenAI LLM
  • Stage: Test & Evaluate
Company, OSS Project:
Meta
Solution:

CyberSecEval

Coverage Details
CyberSecEval is an extensive benchmark suite under Meta PurpleLlama, designed to evaluate various cybersecurity risks of LLMs, including several listed in the OWASP Top-10 for LLMs. . . .
  • LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM02:23, LLM01:23
  • 2600
  • 439
Visit Solution Site
Solution:

CyberSecEval

  • Open Source
  • GenAI LLM
Solution Description:
CyberSecEval is an extensive benchmark suite under Meta PurpleLlama, designed to evaluate various cybersecurity risks of LLMs, including several listed in the OWASP Top-10 for LLMs.
Risk Coverage
  • LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM02:23, LLM01:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Monitor, Operate, Deploy
Company, OSS Project:
TrojAI
Solution:

TrojAI Defend

Coverage Details
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
Visit Solution Site
Solution:

TrojAI Defend

  • Commercial
  • GenAI LLM
Solution Description:
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.
Risk Coverage
  • LLM10:23, LLM06:23, LLM04:23, LLM02:23, LLM01:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Deploy, Develop & Experiment, Augm & Fine Tune Data, Scope & Plan, Govern, Monitor, Operate
Company, OSS Project:
Securiti
Solution:

Data Command Center

Coverage Details
Securiti Data Command Center provides unified intelligence, controls, and orchestration for enabling the safe use of data and AI across hybrid multi-clouds. Enterprises rely on Securiti for automating data+AI security, . . .
  • LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23
Visit Solution Site
Solution:

Data Command Center

  • Commercial
  • GenAI LLM
Solution Description:
Securiti Data Command Center provides unified intelligence, controls, and orchestration for enabling the safe use of data and AI across hybrid multi-clouds. Enterprises rely on Securiti for automating data+AI security, privacy, governance, and compliance.
Risk Coverage
  • LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23, LLM10:23, LLM09:23, LLM08:23
Capability Coverage
  • Open Source
  • GenAI LLM
  • Stage: Develop & Experiment, Scope & Plan
Company, OSS Project:
SpiceDB
Solution:

SpiceDB

Coverage Details
Open source, Google Zanzibar-inspired permissions database for scalably storing and querying fine-grained authorization data. . . .
  • LLM06:25, LLM07:25, LLM08:25, LLM10:25, LLM01:25, LLM02:25, LLM04:25
  • LLM06:23, LLM04:23, LLM02:23, LLM01:23, LLM10:23, LLM08:23, LLM07:23
  • 5300
  • 286
Visit Solution Site
Solution:

SpiceDB

  • Open Source
  • GenAI LLM
Solution Description:
Open source, Google Zanzibar-inspired permissions database for scalably storing and querying fine-grained authorization data.
Risk Coverage
  • LLM06:25, LLM07:25, LLM08:25, LLM10:25, LLM01:25, LLM02:25, LLM04:25
  • LLM06:23, LLM04:23, LLM02:23, LLM01:23, LLM10:23, LLM08:23, LLM07:23
Capability Coverage
  • Open Source
  • GenAI LLM
  • Stage: Test & Evaluate
Company, OSS Project:
AIShield,Powered by Bosch
Solution:

Watchtower

Coverage Details
AIShield Watchtower automates model and notebook discovery, performing thorough vulnerability scans to identify risks like hard-coded secrets, PII exposure, outdated libraries, serialization attacks, and unsafe custom operations. . . .
  • LLM06:23, LLM05:23, LLM03:23
  • 196
  • 14
Visit Solution Site
Solution:

Watchtower

  • Open Source
  • GenAI LLM
Solution Description:
AIShield Watchtower automates model and notebook discovery, performing thorough vulnerability scans to identify risks like hard-coded secrets, PII exposure, outdated libraries, serialization attacks, and unsafe custom operations.
Risk Coverage
  • LLM06:23, LLM05:23, LLM03:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Test & Evaluate
Company, OSS Project:
DryRun Security
Solution:

DryRun Security

Coverage Details
DryRun Security helps engineering teams identify risky code before it ships using contextual security analysis. It surfaces subtle security flaws by understanding code behavior, not just patterns or keywords. . . .
  • LLM06:25, LLM07:25, LLM10:25
Visit Solution Site
Solution:

DryRun Security

  • Commercial
  • GenAI LLM
Solution Description:
DryRun Security helps engineering teams identify risky code before it ships using contextual security analysis. It surfaces subtle security flaws by understanding code behavior, not just patterns or keywords.
Risk Coverage
  • LLM06:25, LLM07:25, LLM10:25
Capability Coverage
  • Open Source
  • GenAI LLM
  • Stage: Scope & Plan, Govern, Monitor, Operate, Deploy, Release, Test & Evaluate, Develop & Experiment
Company, OSS Project:
Noma Security
Solution:

Noma Security

Coverage Details
"Noma Security is a comprehensive application security solution for the Data and AI lifecycle. It offers , End-to-End Visibility: Scanning notebooks, source code, and other assets to inventory AI/ML resources., . . .
  • LLM01:25, LLM02:25, LLM03:25, LLM04:25, LLM05:25, LLM06:25, LLM07:25, LLM08:25, LLM09:25, LLM10:25
  • LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23
Visit Solution Site
Solution:

Noma Security

  • Open Source
  • GenAI LLM
Solution Description:
“Noma Security is a comprehensive application security solution for the Data and AI lifecycle. It offers , End-to-End Visibility: Scanning notebooks, source code, and other assets to inventory AI/ML resources., AI Security Posture Management: Identifying and prioritizing AI/ML risks, including misconfigurations and vulnerable models, Runtime Protection: Safeguarding AI systems with an AI Firewall against adversarial prompts, Pre-Runtime Protection: Enhancing security through dynamic red-teaming and static analysis of models and code, Governance and Compliance: Ensuring adherence to regulatory and security standards.”
Risk Coverage
  • LLM01:25, LLM02:25, LLM03:25, LLM04:25, LLM05:25, LLM06:25, LLM07:25, LLM08:25, LLM09:25, LLM10:25
  • LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Scope & Plan
Company, OSS Project:
Seezo.io
Solution:

Seezo Security Design Review

Coverage Details
Seezo leverages LLMs to provide context-specific security requirements to developers before they start coding . . .
  • LLM01:25, LLM02:25, LLM07:25
  • LLM07:23, LLM02:23, LLM01:23
Visit Solution Site
Solution:

Seezo Security Design Review

  • Commercial
  • GenAI LLM
Solution Description:
Seezo leverages LLMs to provide context-specific security requirements to developers before they start coding
Risk Coverage
  • LLM01:25, LLM02:25, LLM07:25
  • LLM07:23, LLM02:23, LLM01:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Monitor
Company, OSS Project:
Brand Engagement Networks
Solution:

SPLX.ai

Coverage Details
Red Teaming / Security Testing in the AI CI/CD. The SPLX.ai platform provides continuous testing, guard rail assessments, domain specific test scenarios, AI Inventory which then can be mapped to . . .
Visit Solution Site
Solution:

SPLX.ai

  • Commercial
  • GenAI LLM
Solution Description:
Red Teaming / Security Testing in the AI CI/CD. The SPLX.ai platform provides continuous testing, guard rail assessments, domain specific test scenarios, AI Inventory which then can be mapped to security or compliance frameworks such as OWASP Top Ten for LLM Application
Risk Coverage
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Operate, Test & Evaluate
Company, OSS Project:
ZenGuard AI
Solution:

ZenGuard AI

Coverage Details
ZenGuard AI offers a dev-first API platform for the fastest low-latency GenAI guardrails and hassle-free vulnerability testing for AI applications. . . .
  • LLM01:23, LLM10:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM02:23
Visit Solution Site
Solution:

ZenGuard AI

  • Commercial
  • GenAI LLM
Solution Description:
ZenGuard AI offers a dev-first API platform for the fastest low-latency GenAI guardrails and hassle-free vulnerability testing for AI applications.
Risk Coverage
  • LLM01:23, LLM10:23, LLM08:23, LLM07:23, LLM06:23, LLM05:23, LLM04:23, LLM02:23
Capability Coverage
  • Open Source
  • GenAI LLM
  • Stage: Operate, Deploy
Company, OSS Project:
IronCore Labs
Solution:

IronCore Labs Cloaked AI

Coverage Details
Encrypts vector embeddings stored in databases while still allowing kNN/aNN searches and preventing vector inversion attacks. . . .
  • LLM06:23
  • 10
  • 3
Visit Solution Site
Solution:

IronCore Labs Cloaked AI

  • Open Source
  • GenAI LLM
Solution Description:
Encrypts vector embeddings stored in databases while still allowing kNN/aNN searches and preventing vector inversion attacks.
Risk Coverage
  • LLM06:23
Capability Coverage
  • Commercial
  • GenAI LLM
  • Stage: Deploy, Release, Govern, Monitor, Operate
Company, OSS Project:
Palo Alto Networks
Solution:

Palo Alto Networks AI Runtime Security

Coverage Details
Palo Alto Networks AI Runtime Security provides continuous discovery, protection, and monitoring for genAI applications, preventing security risks such as prompt injections, sensitive data leakage, harmful model outputs, and model . . .
  • LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23
Visit Solution Site
Solution:

Palo Alto Networks AI Runtime Security

  • Commercial
  • GenAI LLM
Solution Description:
Palo Alto Networks AI Runtime Security provides continuous discovery, protection, and monitoring for genAI applications, preventing security risks such as prompt injections, sensitive data leakage, harmful model outputs, and model DoS.
Risk Coverage
  • LLM10:23, LLM09:23, LLM08:23, LLM07:23, LLM06:23, LLM04:23, LLM03:23, LLM02:23, LLM01:23
Capability Coverage

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