AppSecNews

AI Security

AI and LLM Security

Test and defend models, prompts, agents and the infrastructure around them.

45 tools profiled

How it differs Tests and guards models, LLM applications and agents against prompt injection, jailbreaks and data leakage. Scanning an AI app's own code is still SAST or SCA.

License
Subcategory
Deployment
Languages
Integrations
Maturity
Signals

45 tools

  • 7AI

    7AI

    AI Security

    Platform that applies AI agents to security operations work such as alert triage, phishing analysis and exposure investigation.

    Commercial
    Emerging
  • Adversarial Robustness Toolbox (ART)

    Linux Foundation AI & Data

    AI Security

    Python library implementing adversarial attacks and defenses against machine learning models, covering evasion, poisoning, extraction and inference.

    Open source
    Established
  • Agentic Radar

    SplxAI

    AI Security

    Open source CLI that statically analyzes agentic AI codebases and produces a visual map of agents, their tools and the risks in that wiring.

    Open source
    Emerging
  • AI-Infra-Guard

    Tencent

    AI Security

    Open source scanner that fingerprints self hosted AI infrastructure components and matches them against known vulnerabilities, with an MCP server analysis mode.

    Open source
    Emerging
  • Akto

    Akto

    AI Security

    API security platform that builds an API inventory from mirrored traffic and runs automated tests for authorization, injection and data exposure flaws.

    Commercial, free tier
    Growing
  • Alter

    Alter

    AI Security

    Commercial product in the AI security category addressing identity and access control for AI agents.

    Commercial
    Emerging
  • Arize AI

    Arize AI

    AI Security

    LLM and ML observability platform that captures application traces and runs evaluations over them, with an open source tracing and evaluation component.

    Open source and commercial
    Established
  • Arthur AI

    Arthur

    AI Security

    Model monitoring and guardrail platform that evaluates LLM inputs and outputs inline for injection, sensitive data and unsupported claims.

    Open source and commercial
    Growing
  • Augustus

    Praetorian

    AI Security

    Open source prompt injection testing tool released by Praetorian for probing LLM applications with adversarial inputs.

    Open source
    Emerging
  • CalypsoAI

    CalypsoAI

    AI Security

    Commercial platform that proxies enterprise LLM traffic through policy scanners and runs automated red teaming against models and applications.

    Commercial
    Growing
  • Cerbos

    Cerbos

    AI Security

    Decoupled authorization engine that evaluates YAML policies over a principal, resource and action and returns an allow or deny decision over an API.

    Open source and commercial
    Established
  • AI Security

    Open source project from Cisco's AI Defense group addressing security controls for AI agent and LLM application activity.

    Open source
    Emerging
  • 7AI

    7AI

    Platform that applies AI agents to security operations work such as alert triage, phishing analysis and exposure investigation.

    Commercial Emerging
    AI Security
  • Adversarial Robustness Toolbox (ART)

    Linux Foundation AI & Data

    Python library implementing adversarial attacks and defenses against machine learning models, covering evasion, poisoning, extraction and inference.

    Open source Established
    AI Security
  • Agentic Radar

    SplxAI

    Open source CLI that statically analyzes agentic AI codebases and produces a visual map of agents, their tools and the risks in that wiring.

    Open source Emerging
    AI Security
  • AI-Infra-Guard

    Tencent

    Open source scanner that fingerprints self hosted AI infrastructure components and matches them against known vulnerabilities, with an MCP server analysis mode.

    Open source Emerging
    AI Security
  • Akto

    Akto

    API security platform that builds an API inventory from mirrored traffic and runs automated tests for authorization, injection and data exposure flaws.

    Commercial, free tier Growing
    AI Security
  • Alter

    Alter

    Commercial product in the AI security category addressing identity and access control for AI agents.

    Commercial Emerging
    AI Security
  • Arize AI

    Arize AI

    LLM and ML observability platform that captures application traces and runs evaluations over them, with an open source tracing and evaluation component.

    Open source and commercial Established
    AI Security
  • Arthur AI

    Arthur

    Model monitoring and guardrail platform that evaluates LLM inputs and outputs inline for injection, sensitive data and unsupported claims.

    Open source and commercial Growing
    AI Security
  • Augustus

    Praetorian

    Open source prompt injection testing tool released by Praetorian for probing LLM applications with adversarial inputs.

    Open source Emerging
    AI Security
  • CalypsoAI

    CalypsoAI

    Commercial platform that proxies enterprise LLM traffic through policy scanners and runs automated red teaming against models and applications.

    Commercial Growing
    AI Security
  • Cerbos

    Cerbos

    Decoupled authorization engine that evaluates YAML policies over a principal, resource and action and returns an allow or deny decision over an API.

    Open source and commercial Established
    AI Security
  • Open source project from Cisco's AI Defense group addressing security controls for AI agent and LLM application activity.

    Open source Emerging
    AI Security
  • AI Security

    AI detection and response module on the Falcon platform that discovers AI tools, models and libraries in use and detects threats against them.

    Commercial
    Emerging
  • Cylake

    Cylake

    AI Security

    Commercial platform in the AI security category, offered as a hosted service.

    Commercial
    Emerging
  • DeepTeam

    Confident AI

    AI Security

    Open source Python framework that generates adversarial prompts against an LLM application and scores the responses for vulnerabilities such as bias, PII leakage and excessive agency.

    Open source
    Growing
  • Future AGI

    Future AGI

    AI Security

    Evaluation and observability platform for LLM applications, combining offline scoring of model output with runtime checks on inputs and responses.

    Freemium
    Emerging
  • FuzzyAI

    CyberArk

    AI Security

    Open source fuzzer that applies a catalog of published jailbreak and prompt injection techniques against local or hosted language model endpoints.

    Open source
    Growing
  • Galileo AI

    Galileo

    AI Security

    Evaluation and observability platform for LLM and agent applications, with purpose built scoring models and an inline guardrail path.

    Commercial
    Growing
  • Garak

    NVIDIA

    AI Security

    Command line LLM vulnerability scanner that fires a library of attack probes at a model endpoint and scores the responses with matched detectors.

    Open source
    Growing
  • Giskard

    Giskard

    AI Security

    Python testing library that scans models and LLM applications for security and quality failures, then turns findings into a reusable test suite.

    Freemium
    Growing
  • Guardrails AI

    Guardrails AI

    AI Security

    Python framework that wraps LLM calls in composable validators and decides what to do when a prompt or a response fails one.

    Open source and commercial
    Growing
  • HiddenLayer AISec

    HiddenLayer

    AI Security

    Commercial platform that scans serialized model files for embedded code and watches inference traffic for extraction and evasion behavior.

    Commercial
    Growing
  • Holistic AI

    Holistic AI

    AI Security

    AI governance platform for inventorying models, assessing risk against regulatory frameworks and running bias audits on automated decision systems.

    Commercial
    Growing
  • Knostic

    Knostic

    AI Security

    Detects where enterprise AI assistants expose data users should not reach, and maps the permission mistakes behind each exposure.

    Commercial
    Emerging
  • AI detection and response module on the Falcon platform that discovers AI tools, models and libraries in use and detects threats against them.

    Commercial Emerging
    AI Security
  • Cylake

    Cylake

    Commercial platform in the AI security category, offered as a hosted service.

    Commercial Emerging
    AI Security
  • DeepTeam

    Confident AI

    Open source Python framework that generates adversarial prompts against an LLM application and scores the responses for vulnerabilities such as bias, PII leakage and excessive agency.

    Open source Growing
    AI Security
  • Future AGI

    Future AGI

    Evaluation and observability platform for LLM applications, combining offline scoring of model output with runtime checks on inputs and responses.

    Freemium Emerging
    AI Security
  • FuzzyAI

    CyberArk

    Open source fuzzer that applies a catalog of published jailbreak and prompt injection techniques against local or hosted language model endpoints.

    Open source Growing
    AI Security
  • Galileo AI

    Galileo

    Evaluation and observability platform for LLM and agent applications, with purpose built scoring models and an inline guardrail path.

    Commercial Growing
    AI Security
  • Garak

    NVIDIA

    Command line LLM vulnerability scanner that fires a library of attack probes at a model endpoint and scores the responses with matched detectors.

    Open source Growing
    AI Security
  • Giskard

    Giskard

    Python testing library that scans models and LLM applications for security and quality failures, then turns findings into a reusable test suite.

    Freemium Growing
    AI Security
  • Guardrails AI

    Guardrails AI

    Python framework that wraps LLM calls in composable validators and decides what to do when a prompt or a response fails one.

    Open source and commercial Growing
    AI Security
  • HiddenLayer AISec

    HiddenLayer

    Commercial platform that scans serialized model files for embedded code and watches inference traffic for extraction and evasion behavior.

    Commercial Growing
    AI Security
  • Holistic AI

    Holistic AI

    AI governance platform for inventorying models, assessing risk against regulatory frameworks and running bias audits on automated decision systems.

    Commercial Growing
    AI Security
  • Knostic

    Knostic

    Detects where enterprise AI assistants expose data users should not reach, and maps the permission mistakes behind each exposure.

    Commercial Emerging
    AI Security
Tick up to 4 tools above.