AI 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.
Holistic AI
AI governance platform for inventorying models, assessing risk against regulatory frameworks and running bias audits on automated decision systems.
Galileo
Evaluation and observability platform for LLM and agent applications, with purpose built scoring models and an inline guardrail path.
WhyLabs
Observability platform for ML and LLM systems built on lightweight statistical profiles, with drift monitoring and text quality and safety metrics.
Straiker
Commercial AI security platform pairing automated adversarial testing of AI applications with runtime inspection of prompts and responses.
Future AGI
Evaluation and observability platform for LLM applications, combining offline scoring of model output with runtime checks on inputs and responses.
Cerbos
Decoupled authorization engine that evaluates YAML policies over a principal, resource and action and returns an allow or deny decision over an API.
NeuralTrust
AI gateway that inspects and enforces policy on LLM traffic, paired with adversarial testing and conversation observability.
Mindgard
Runs a library of AI attacks against your deployed models through their normal interface and reports which ones succeeded.
Lasso Security
GenAI security platform covering discovery of AI tools in use, inspection of prompts and responses, and controls on what data reaches a model.
Knostic
Detects where enterprise AI assistants expose data users should not reach, and maps the permission mistakes behind each exposure.
Giskard
Python testing library that scans models and LLM applications for security and quality failures, then turns findings into a reusable test suite.
Cylake
Commercial platform in the AI security category, offered as a hosted service.
Holistic AI
AI governance platform for inventorying models, assessing risk against regulatory frameworks and running bias audits on automated decision systems.
Galileo
Evaluation and observability platform for LLM and agent applications, with purpose built scoring models and an inline guardrail path.
WhyLabs
Observability platform for ML and LLM systems built on lightweight statistical profiles, with drift monitoring and text quality and safety metrics.
Straiker
Commercial AI security platform pairing automated adversarial testing of AI applications with runtime inspection of prompts and responses.
Future AGI
Evaluation and observability platform for LLM applications, combining offline scoring of model output with runtime checks on inputs and responses.
Cerbos
Decoupled authorization engine that evaluates YAML policies over a principal, resource and action and returns an allow or deny decision over an API.
NeuralTrust
AI gateway that inspects and enforces policy on LLM traffic, paired with adversarial testing and conversation observability.
Mindgard
Runs a library of AI attacks against your deployed models through their normal interface and reports which ones succeeded.
Lasso Security
GenAI security platform covering discovery of AI tools in use, inspection of prompts and responses, and controls on what data reaches a model.
Knostic
Detects where enterprise AI assistants expose data users should not reach, and maps the permission mistakes behind each exposure.
Giskard
Python testing library that scans models and LLM applications for security and quality failures, then turns findings into a reusable test suite.
Cylake
Commercial platform in the AI security category, offered as a hosted service.
Xage Security
Distributed zero trust access platform for operational and industrial environments, extended to control what machine and AI agent identities may do.
Akto
API security platform that builds an API inventory from mirrored traffic and runs automated tests for authorization, injection and data exposure flaws.
Protecto
Data privacy layer for AI pipelines that identifies sensitive fields in text and substitutes tokens so models never see the underlying values.
Noma Security
AI security posture management that inventories models, pipelines and agents, scores their risk, and watches them at runtime.
WitnessAI
Governance platform that observes AI traffic across an organization, discovers unsanctioned tool use, and applies policy to prompts and responses.
Vectara
Managed retrieval augmented generation platform whose security relevance is grounding, citation and a hallucination evaluation model applied to responses.
CalypsoAI
Commercial platform that proxies enterprise LLM traffic through policy scanners and runs automated red teaming against models and applications.
Prophet Security
AI agent that ingests security alerts, gathers supporting evidence across connected tools, and returns a reasoned verdict for analyst review.
HiddenLayer
Commercial platform that scans serialized model files for embedded code and watches inference traffic for extraction and evasion behavior.
CrowdStrike
AI detection and response module on the Falcon platform that discovers AI tools, models and libraries in use and detects threats against them.
Arthur
Model monitoring and guardrail platform that evaluates LLM inputs and outputs inline for injection, sensitive data and unsupported claims.
Prompt Security
Inspects GenAI traffic across employee tools, homegrown applications and AI coding assistants, applying redaction and blocking policy inline.
Xage Security
Distributed zero trust access platform for operational and industrial environments, extended to control what machine and AI agent identities may do.
Akto
API security platform that builds an API inventory from mirrored traffic and runs automated tests for authorization, injection and data exposure flaws.
Protecto
Data privacy layer for AI pipelines that identifies sensitive fields in text and substitutes tokens so models never see the underlying values.
Noma Security
AI security posture management that inventories models, pipelines and agents, scores their risk, and watches them at runtime.
WitnessAI
Governance platform that observes AI traffic across an organization, discovers unsanctioned tool use, and applies policy to prompts and responses.
Vectara
Managed retrieval augmented generation platform whose security relevance is grounding, citation and a hallucination evaluation model applied to responses.
CalypsoAI
Commercial platform that proxies enterprise LLM traffic through policy scanners and runs automated red teaming against models and applications.
Prophet Security
AI agent that ingests security alerts, gathers supporting evidence across connected tools, and returns a reasoned verdict for analyst review.
HiddenLayer
Commercial platform that scans serialized model files for embedded code and watches inference traffic for extraction and evasion behavior.
CrowdStrike
AI detection and response module on the Falcon platform that discovers AI tools, models and libraries in use and detects threats against them.
Arthur
Model monitoring and guardrail platform that evaluates LLM inputs and outputs inline for injection, sensitive data and unsupported claims.
Prompt Security
Inspects GenAI traffic across employee tools, homegrown applications and AI coding assistants, applying redaction and blocking policy inline.