All AI security products | AI Security Hunt

Acuvity AI Security Platform

Acuvity

Acuvity is mapped where teams need employee AI governance, AI-agent and MCP controls, sensitive-data inspection, runtime enforcement, and audit trails.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Block, Browser, Detect
Capabilities confidence: Vendor declared
Product page: acuvity.ai

Adversa AI Platform

Adversa AI

Adversa AI is mapped where teams need adversarial testing, threat modeling, and vulnerability discovery for LLM applications, AI agents, and GenAI workflows.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, API gateway, Detect
Capabilities confidence: Vendor declared
Product page: adversa.ai

Aikido Unified Security Platform

Aikido Security

Aikido is mapped where teams need AI-assisted pentesting, realistic attack-path validation, and assurance for software delivery.

Relevant capabilities: AI application, AI application testing and red teaming, Cloud environment, Code repository, Detect, Evidence generation
Capabilities confidence: Vendor declared
Product page: aikido.dev

Aim AI Firewall

Aim Security

Aim Security is mapped because the Aim AI Firewall positioning directly aligns to runtime prompt and output guardrails.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, API gateway, Block, Customer-facing interface
Capabilities confidence: Vendor declared
Product page: aim.security

AIShield AISpectra

AIShield

AIShield AISpectra is mapped where teams need AI/ML model vulnerability assessment, model protection, and GenAI application security controls.

Relevant capabilities: AI application, AI application testing and red teaming, Block, Detect, LLM gateway, Model and AI supply chain security
Capabilities confidence: Vendor declared
Product page: boschaishield.com

Akto AI Security Platform

Akto

Akto is mapped where teams need AI agent discovery, AI security testing, prompt-injection controls, runtime guardrails, and GenAI API protection.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, API gateway, Block
Capabilities confidence: Vendor declared
Product page: akto.io

Apiiro Agentic Application Security Platform

Apiiro

Apiiro is mapped where teams need assurance around AI-assisted and agentic software delivery, vulnerable-code prevention, and application-security evidence.

Relevant capabilities: AI application, AI application testing and red teaming, API gateway, Code repository, Detect, Evidence generation
Capabilities confidence: Vendor declared
Product page: apiiro.com

AppOmni SaaS and AI Security Platform

AppOmni

AppOmni is mapped where teams need SaaS-layer AI security, AI-SPM, embedded AI discovery, agent controls, and SaaS AI governance.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Access control, Block
Capabilities confidence: Vendor declared
Product page: appomni.com

Astrix NHI Security Platform

Astrix Security

Astrix is mapped where teams need AI-agent and non-human identity visibility, governance, least privilege, and access-risk control.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Access control, Cloud environment, Discover
Capabilities confidence: Vendor declared
Product page: astrix.security

Aurascape AI Security Platform

Aurascape

Aurascape is mapped where teams need a broad AI security layer for employee AI use, embedded copilots, autonomous agents, MCP-connected systems, sensitive data, and runtime governance.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Block, Browser
Capabilities confidence: Vendor declared
Product page: aurascape.ai

Bay Agentic Endpoint Security Platform

Bay Security

Bay is mapped where teams need endpoint-layer controls for AI agents, Claude-style agent workflows, browser actions, permissions, and policy enforcement.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, Block, Browser, Company device, Detect
Capabilities confidence: Vendor declared
Product page: bay.security

BigID AI Security & Governance

BigID

BigID is mapped where teams need data-first AI governance, AI asset inventory, sensitive-data controls, lineage, and audit-ready evidence.

Relevant capabilities: AI agent permissions and tool-use controls, AI inventory and governance, Cloud environment, Compliance and regulatory evidence, Data protection tool, Detect
Capabilities confidence: Vendor declared
Product page: bigid.com

CalypsoAI Platform

CalypsoAI

CalypsoAI is mapped because its platform positioning includes GenAI testing, red teaming, monitoring, and control workflows.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, Block, Customer-facing interface
Capabilities confidence: Vendor declared
Product page: f5.com

Capsule AI Agent Runtime Security

Capsule Security

Capsule is mapped where teams need runtime monitoring, anomaly detection, intervention, access controls, and oversight for AI agents.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, Block, Detect, Evidence generation
Capabilities confidence: Vendor declared
Product page: capsulesecurity.io

Cisco AI Defense

Cisco

Cisco AI Defense is mapped where teams need enterprise AI security across AI usage, AI application development, AI agents, model risk, runtime defenses, testing, and governance.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, AI inventory and governance, API gateway
Capabilities confidence: Vendor declared
Product page: cisco.com

Citadel AI Platform

Citadel AI

Citadel AI is mapped where teams need AI evaluation, jailbreak testing, risk documentation, and evidence for AI governance and assurance.

Relevant capabilities: AI application, AI application testing and red teaming, AI inventory and governance, Compliance and regulatory evidence, Detect, Evidence generation
Capabilities confidence: Vendor declared
Product page: citadel-ai.com

Concentric AI Data Security for AI

Concentric AI

Concentric AI is mapped where teams need GenAI data security, shadow-AI visibility, sensitive-data blocking or masking, and activity audit evidence.

Relevant capabilities: AI application, AI inventory and governance, Block, Browser, Compliance and regulatory evidence, Data protection tool
Capabilities confidence: Vendor declared
Product page: concentric.ai

Cranium AI Security and Governance Platform

Cranium

Cranium is mapped for cross-department governance because its platform positioning covers AI security governance and risk workflows.

Relevant capabilities: AI application, AI inventory and governance, Approve, Cloud environment, Compliance and regulatory evidence, Data protection tool
Capabilities confidence: Vendor declared
Product page: cranium.ai

Cyera AI Security Platform

Cyera

Cyera is mapped where teams need sensitive-data discovery, classification, governance, and data-security evidence for AI adoption.

Relevant capabilities: AI application, AI inventory and governance, Cloud environment, Compliance and regulatory evidence, Data protection tool, Discover
Capabilities confidence: Vendor declared
Product page: cyera.com

Dam Secure

Dam Secure is mapped where teams need guardrails and security-rule enforcement for AI-generated code, AI coding tools, agents, and repositories.

Relevant capabilities: AI agent, AI application testing and red teaming, Code repository, Detect, Evidence generation, Human oversight and approval workflows
Capabilities confidence: Vendor declared
Product page: damsecure.ai

DapplePot AI Agent Security Platform

DapplePot

DapplePot is mapped where teams need runtime security, threat detection, session replay, and live intervention for AI agent fleets.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, Block, Detect, Evidence generation
Capabilities confidence: Vendor declared
Product page: dapplepot.com

DeepKeep AI Security Platform

DeepKeep

DeepKeep is mapped where teams need lifecycle AI security, model and agent risk assessment, guardrails, monitoring, and AI agent protection.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, AI inventory and governance, Block
Capabilities confidence: Vendor declared
Product page: deepkeep.ai

DoControl SaaS Data Security

DoControl

DoControl is mapped where teams need SaaS data visibility, governance, and remediation for AI-related SaaS and agent data risks.

Relevant capabilities: AI agent permissions and tool-use controls, AI inventory and governance, Data protection tool, Discover, Employee AI usage controls, Govern
Capabilities confidence: Vendor declared
Product page: docontrol.io

Dynamo AI Platform

Dynamo AI

Dynamo AI is mapped where teams need AI system evaluations, compliance-oriented controls, and real-time guardrails for production GenAI systems.

Relevant capabilities: AI application, AI application testing and red teaming, AI inventory and governance, API gateway, Block, Compliance and regulatory evidence
Capabilities confidence: Vendor declared
Product page: dynamo.ai

Enkrypt AI Platform

Enkrypt AI

Enkrypt AI is mapped where teams need continuous AI red teaming, guardrails, monitoring, threat detection, and security evidence for AI applications.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, API gateway, Block
Capabilities confidence: Vendor declared
Product page: enkryptai.com

EVE Security Platform

EVE Security

EVE Security is mapped where teams need agent registry, runtime control, prompt/output protection, governance enforcement, monitoring, and detection-response for agentic AI.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Block, Detect
Capabilities confidence: Vendor declared
Product page: eve.security

Evoke Security Platform

Evoke Security

Evoke is mapped where teams need visibility and control over enterprise AI agents, Claude-style workflows, MCP, tools, skills, and agentic workforce risk.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Block, Browser, Company device
Capabilities confidence: Vendor declared
Product page: evokesecurity.com

General Analysis Platform

General Analysis

General Analysis is mapped where teams need automated AI red teaming, agent testing, RAG testing, MCP testing, coding-agent testing, runtime evidence, and reproducible exploit findings.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, Detect, Discover
Capabilities confidence: Vendor declared
Product page: generalanalysis.com

Giskard Platform

Giskard

Giskard is mapped where teams need red teaming, vulnerability testing, and guardrails for LLM applications, RAG workflows, and AI agents.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, API gateway, Block
Capabilities confidence: Vendor declared
Product page: giskard.ai

Golf MCP Access Control Platform

Golf

Golf is mapped where teams need MCP-layer access control, connection discovery, policy enforcement, audit logging, and governance of AI-agent access to data.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, API gateway, Access control, Data protection tool
Capabilities confidence: Vendor declared
Product page: golf.dev

Gray Swan Platform

Gray Swan

Gray Swan is mapped where teams need adversarial evaluation, runtime defense, and guardrail validation for AI-powered applications and agents.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, API gateway, Block
Capabilities confidence: Vendor declared
Product page: grayswan.ai

Grip AI Security

Grip Security

Grip Security is mapped where teams need AI governance across SaaS, shadow AI, embedded AI, browser extensions, agents, and integrations.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Browser, Discover, Employee AI usage controls
Capabilities confidence: Vendor declared
Product page: grip.security

Harmonic Security Platform

Harmonic Security

Harmonic Security is mapped for employee AI usage because its official homepage covers governing workforce AI, detecting shadow AI, preventing data leaks, and coaching employees inline across web, desktop, and agentic workflows.

Relevant capabilities: AI agent permissions and tool-use controls, AI inventory and governance, Block, Browser, Company device, Discover
Capabilities confidence: Vendor declared
Product page: harmonic.security

Helmet Agentic AI Security Platform

Helmet Security

Helmet is mapped where teams need agent inventory, policy enforcement, audit evidence, and control over agents, MCP servers, skills, plugins, and gateways.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Block, Detect
Capabilities confidence: Vendor declared
Product page: helmetsecurity.com

HiddenLayer AISec Platform

HiddenLayer

HiddenLayer is mapped because its platform positioning covers security across AI systems that need testing and protection.

Relevant capabilities: AI agent, AI application, AI application testing and red teaming, AI inventory and governance, Cloud environment, Detect
Capabilities confidence: Vendor declared
Product page: hiddenlayer.com

Invariant Guardrails

Invariant Labs

Invariant Guardrails is mapped for action-taking AI agents because official sources describe guardrails for agentic AI and MCP systems.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, Block, Detect, LLM gateway
Capabilities confidence: Vendor declared
Product page: invariantlabs.ai

Irregular Frontier AI Security

Irregular

Irregular is mapped narrowly where teams need frontier AI security evaluation, security research, and model/system evaluation context.

Relevant capabilities: AI application, AI application testing and red teaming, Compliance and regulatory evidence, Detect, Evidence generation, Logging, monitoring, and evidence
Capabilities confidence: Vendor declared
Product page: irregular.com

Island Enterprise Browser

Island

Island is mapped where teams need enterprise-browser visibility, access control, and data protection for AI-enabled work.

Relevant capabilities: AI inventory and governance, Browser, Company device, Discover, Employee AI usage controls, Govern
Capabilities confidence: Vendor declared
Product page: island.io

JetStream SAIG Platform

JetStream Security

JetStream is mapped where teams need runtime AI governance, identity binding, drift detection, audit-ready evidence, and control-plane visibility across AI agents, tools, models, and NHIs.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Access control, Compliance and regulatory evidence
Capabilities confidence: Vendor declared
Product page: jetstream.security

Jit Agentic Product Security Platform

Jit

Jit is mapped where teams need AI-agent support for product security, secure design, secure SDLC, governance, and evidence generation.

Relevant capabilities: AI application testing and red teaming, AI inventory and governance, Cloud environment, Code repository, Compliance and regulatory evidence, Detect
Capabilities confidence: Vendor declared
Product page: jit.io

Keycard Agent Access Control Plane

Keycard

Keycard is mapped where teams need identity, access, scoped credentials, telemetry, runtime logging, and policy enforcement for autonomous and multi-agent systems.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, API gateway, Access control, Cloud environment
Capabilities confidence: Vendor declared
Product page: keycard.ai

Knostic Platform

Knostic

Knostic is mapped for preventing sensitive data leakage because official sources focus on oversharing across copilots and search tools and real-time sensitive data protection.

Relevant capabilities: AI agent permissions and tool-use controls, AI application, Block, Detect, Discover, Employee AI usage controls
Capabilities confidence: Vendor declared
Product page: knostic.ai

Lakera Platform

Lakera

Lakera is mapped for AI runtime security because its platform positioning emphasizes runtime guardrails for GenAI applications and agents.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, API gateway, Block, Customer-facing interface
Capabilities confidence: Vendor declared
Product page: lakera.ai

LangProtect AI Security Platform

LangProtect

LangProtect is mapped where teams need AI firewall protection, prompt-injection defense, employee AI controls, sensitive-data prevention, red teaming, and LLM application runtime controls.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, API gateway, Block
Capabilities confidence: Vendor declared
Product page: langprotect.com

Lasso Security Platform

Lasso Security

Lasso Security is mapped for AI red teaming because its official AI red teaming page supports automated red-teaming positioning.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, AI inventory and governance, Block
Capabilities confidence: Vendor declared
Product page: lasso.security

LayerX Enterprise Browser Extension

LayerX Security

LayerX is mapped where teams need browser-level visibility and control for employee GenAI use and sensitive-data sharing.

Relevant capabilities: AI inventory and governance, Block, Browser, Company device, Discover, Employee AI usage controls
Capabilities confidence: Vendor declared
Product page: layerxsecurity.com

Lumia AI Usage Control Platform

Lumia Security

Lumia is mapped where teams need enterprise AI usage governance across employees and agents, network-layer controls, DLP, runtime policy enforcement, and audit logging.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Access control, Block, Browser
Capabilities confidence: Vendor declared
Product page: lumia.security

Manifold AI Detection and Response

Manifold Security

Manifold is mapped where teams need endpoint-level visibility, detection, and evidence for autonomous AI agents, coding agents, MCP servers, tools, and agent supply-chain risk.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Code repository, Detect, Discover
Capabilities confidence: Vendor declared
Product page: manifold.security

Menlo AI Agent Security

Menlo Security

Menlo is mapped where teams need browser-session controls for human users and AI agents, including containment, filtering, auditing, and runtime security.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, Access control, Block, Browser, Detect
Capabilities confidence: Vendor declared
Product page: menlosecurity.com

Mindgard Platform

Mindgard

Mindgard is mapped where teams need AI attack-surface discovery, adversarial testing, exploit discovery, and security validation for AI systems and agents.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, AI inventory and governance, Detect
Capabilities confidence: Vendor declared
Product page: mindgard.ai

Mint AI Security Platform

Mint Security

Mint is mapped where teams need AI component discovery, enterprise agent governance, operational boundaries, and MCP/agent access oversight.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Access control, Browser, Detect
Capabilities confidence: Vendor declared
Product page: mint.security

Mithril Security Confidential AI

Mithril Security

Mithril Security is mapped where teams need privacy-preserving or confidential AI deployment patterns for sensitive data, internal assistants, and model-serving workflows.

Relevant capabilities: AI application, Cloud environment, Compliance and regulatory evidence, Data protection tool, Evidence generation, Logging, monitoring, and evidence
Capabilities confidence: Vendor declared
Product page: mithrilsecurity.io

Mobb AI Remediation Platform

Mobb

Mobb is mapped where teams need remediation and assurance for AI-generated or AI-assisted code changes.

Relevant capabilities: AI application testing and red teaming, Code repository, Detect, Evidence generation, Incident response and rollback, Logging, monitoring, and evidence
Capabilities confidence: Vendor declared
Product page: mobb.ai

NeuralTrust Platform

NeuralTrust

NeuralTrust is mapped where teams need runtime AI application protection, AI gateway controls, agent security, attack prevention, and data leakage controls.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, API gateway, Block
Capabilities confidence: Vendor declared
Product page: neuraltrust.ai

Noma Security Platform

Noma Security

Noma Security is mapped for action-taking AI agents because its official homepage lists Agentic Access Control and runtime protection for AI agents.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, AI inventory and governance, Access control
Capabilities confidence: Vendor declared
Product page: noma.security

Nudge Security AI Security & Governance

Nudge Security

Nudge Security is mapped where teams need workforce AI discovery, shadow AI visibility, SaaS-to-AI data access context, and AI governance at the workforce edge.

Relevant capabilities: AI agent permissions and tool-use controls, AI inventory and governance, Browser, Discover, Employee AI usage controls, Govern
Capabilities confidence: Vendor declared
Product page: nudgesecurity.com

Oasis NHI Management Platform

Oasis Security

Oasis is mapped where teams need non-human identity and AI identity governance for agentic AI adoption.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Access control, Cloud environment, Discover
Capabilities confidence: Vendor declared
Product page: oasis.security

Onyx Secure AI Control Plane

Onyx Security

Onyx is mapped where teams need a secure AI control plane for agent visibility, governance, risk supervision, evidence, and remediation.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Compliance and regulatory evidence, Detect
Capabilities confidence: Vendor declared
Product page: onyx.security

Opsin AI Data Exposure Platform

Opsin

Opsin is mapped where teams need oversharing detection, AI rollout readiness, Copilot/Gemini data exposure visibility, and sensitive-data remediation.

Relevant capabilities: AI inventory and governance, Browser, Cloud environment, Data protection tool, Detect, Discover
Capabilities confidence: Vendor declared
Product page: opsinsecurity.com

Origin AI Agent Observability Platform

Origin

Origin is mapped where teams need endpoint-level visibility into AI agents, MCP servers, prompts, tool calls, and audit-ready agent activity.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Company device, Discover, Employee AI usage controls
Capabilities confidence: Vendor declared
Product page: originhq.com

Pangea AI Guard

Pangea

Pangea AI Guard is mapped for runtime security because its official documentation covers AI application traffic risk mitigation, prompt injection prevention, PII redaction, and malicious content blocking.

Relevant capabilities: AI application, API gateway, Block, Detect, LLM gateway, Log
Capabilities confidence: Vendor declared
Product page: pangea.cloud

Pavo AI Agent Security Platform

Pavo

Pavo is mapped where teams need real-time visibility, risky behavior detection, and policy enforcement for enterprise AI agents.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Block, Detect
Capabilities confidence: Vendor declared
Product page: pavosecurity.com

Pillar Agentic AI Security Platform

Pillar Security

Pillar is mapped where teams need AI-agent discovery, governance, runtime control, and security across code, AI, and data platforms.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Access control, Code repository
Capabilities confidence: Vendor declared
Product page: pillar.security

Pluto Workspace Security Platform

Pluto Security

Pluto is mapped where teams need workspace-level AI governance, AI activity visibility, and employee/agent risk context.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Browser, Company device, Detect
Capabilities confidence: Vendor declared
Product page: aws.amazon.com

Preamble AI Trust Platform

Preamble

Preamble is mapped where teams need adversarial testing, AI guardrails, prompt-injection protection, data-leakage controls, and AI trust/compliance evidence.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, API gateway, Block
Capabilities confidence: Vendor declared
Product page: preamble.com

Prompt Security Platform

Prompt Security

Prompt Security is mapped for AI red teaming because its official AI red teaming solution page supports this evaluation objective.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, Approve, Block, Browser
Capabilities confidence: Vendor declared
Product page: prompt.security

PromptArmor AI Risk Intelligence

PromptArmor

PromptArmor is mapped where teams need prompt-injection risk intelligence, indirect prompt-injection research, and AI security testing context.

Relevant capabilities: AI agent, AI application, AI application testing and red teaming, Detect, Evidence generation, LLM gateway
Capabilities confidence: Vendor declared
Product page: promptarmor.com

Promptfoo

Promptfoo is mapped where teams need development-time AI application testing, red teaming, RAG/agent vulnerability scanning, and CI/CD-oriented assurance for AI systems.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, Code repository, Detect
Capabilities confidence: Vendor declared
Product page: promptfoo.dev

Protect AI Guardian

Protect AI

Protect AI is mapped because its platform positioning covers AI and ML security workflows across models, applications, and AI system risk.

Relevant capabilities: AI application, AI application testing and red teaming, Cloud environment, Code repository, Detect, Discover
Capabilities confidence: Vendor declared
Product page: protectai.com

Protecto Data Control Plane

Protecto

Protecto is mapped for preventing sensitive data leakage because its official positioning covers detecting, masking, and controlling sensitive data before LLM or agent use.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, API gateway, Block, Compliance and regulatory evidence
Capabilities confidence: Vendor declared
Product page: protecto.ai

PVML Secure AI-Ready Virtual Databases

PVML

PVML is mapped where teams need secure data access patterns for GenAI, AI-ready virtual data access, and sensitive-data protection without moving or duplicating data.

Relevant capabilities: AI application, AI inventory and governance, Cloud environment, Compliance and regulatory evidence, Data protection tool, Discover
Capabilities confidence: Vendor declared
Product page: pvml.com

Pynt API and LLM Security Testing

Pynt

Pynt is mapped where teams need API and LLM security testing, including OWASP LLM-oriented test coverage and CI/CD-friendly API assurance.

Relevant capabilities: AI application, AI application testing and red teaming, API gateway, Customer-facing interface, Detect, Evidence generation
Capabilities confidence: Vendor declared
Product page: pynt.io

Runlayer AI Control Plane

Runlayer

Runlayer is mapped where teams need an enterprise AI control plane for MCP, agents, identity, policy enforcement, runtime security, and audit logging.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Access control, Block, Company device
Capabilities confidence: Vendor declared
Product page: runlayer.com

Salt Agentic Security Platform

Salt Security

Salt Security is mapped where teams need agentic AI security across APIs, MCP, LLMs, and agentic workflows.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, API gateway, Block
Capabilities confidence: Vendor declared
Product page: salt.security

Securiti AI Security & Governance

Securiti

Securiti is mapped where teams need AI data governance, sensitive-data protection, AI inventory, and evidence for secure AI adoption.

Relevant capabilities: AI application, AI inventory and governance, Cloud environment, Compliance and regulatory evidence, Data protection tool, Discover
Capabilities confidence: Vendor declared
Product page: securiti.ai

Sentra Data Security for AI

Sentra

Sentra is mapped where teams need to understand which datasets, knowledge bases, and sensitive assets AI agents and assistants can reach.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Access control, Cloud environment, Data protection tool
Capabilities confidence: Vendor declared
Product page: sentra.io

Skyrelis Agentic Security Platform

Skyrelis

Skyrelis is mapped where teams need always-on agentic security, behavioral monitoring, runtime policy enforcement, inventory, governance, and audit evidence.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Block, Compliance and regulatory evidence
Capabilities confidence: Vendor declared
Product page: skyrelis.com

SPLX Platform

SPLX

SPLX is mapped where teams need end-to-end AI security across red teaming, runtime protection, asset management, governance, and remediation.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, AI inventory and governance, API gateway
Capabilities confidence: Vendor declared
Product page: splx.ai

SquareX Browser Detection and Response

SquareX

SquareX is mapped where teams need browser-layer controls for AI browser and AI-agent risk.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, Block, Browser, Company device, Detect
Capabilities confidence: Vendor declared
Product page: sqrx.com

Starseer AI Runtime Assurance Platform

Starseer

Starseer is mapped where teams need AI endpoint protection, model-level runtime detection, interpretability-based assurance, request lineage, and runtime response.

Relevant capabilities: AI application, AI application testing and red teaming, API gateway, Block, Detect, Evidence generation
Capabilities confidence: Vendor declared
Product page: starseer.ai

Straiker Agentic AI Security Platform

Straiker

Straiker is mapped where teams need AI-agent discovery, posture management, adversarial testing, runtime protection, prompt-injection detection, and excessive-agency controls.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, AI inventory and governance, API gateway
Capabilities confidence: Vendor declared
Product page: straiker.ai

Token Security AI Agent & NHI Security

Token Security

Token Security is mapped where teams need AI agent identity lifecycle management, MCP server discovery, agent ownership, and auditability.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Access control, Cloud environment, Discover
Capabilities confidence: Vendor declared
Product page: token.security

Traceable Generative AI API Security

Traceable AI

Traceable is mapped where teams need API-layer visibility, testing, data-flow monitoring, and runtime controls for generative AI APIs.

Relevant capabilities: AI application, AI application testing and red teaming, API gateway, Block, Customer-facing interface, Detect
Capabilities confidence: Vendor declared
Product page: traceable.ai

TrojAI Platform

TrojAI

TrojAI is mapped where teams need agentic AI enforcement, runtime AI firewall controls, AI red teaming, and behavior protection for AI/ML and GenAI systems.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, API gateway, Block
Capabilities confidence: Vendor declared
Product page: troj.ai

TrustAI

TrustLogix

TrustAI is mapped for RAG and vector exposure because official sources describe AI data security and identity-aware just-in-time access controls for sensitive data used by AI agents, LLMs, and ML pipelines.

Relevant capabilities: AI agent permissions and tool-use controls, AI inventory and governance, Data protection tool, Discover, Log, Logging, monitoring, and evidence
Capabilities confidence: Vendor declared
Product page: trustlogix.ai

Valence SaaS and AI Security Platform

Valence Security

Valence is mapped where teams need SaaS and AI discovery, AI governance, AI-agent visibility, and SaaS-to-AI risk controls.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Browser, Detect, Discover
Capabilities confidence: Vendor declared
Product page: valencesecurity.com

Veza AI Agent Security

Veza

Veza is mapped where teams need AI agent access governance, agent-to-human accountability, identity mapping, and least-privilege controls.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Access control, Cloud environment, Data protection tool
Capabilities confidence: Vendor declared
Product page: veza.com

Wallarm API and AI Security Platform

Wallarm

Wallarm is mapped for customer-facing AI features exposed through API and application traffic.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, API gateway, Block, Customer-facing interface
Capabilities confidence: Vendor declared
Product page: wallarm.com

Wing AI Agent Security Platform

Wing Security

Wing is mapped where teams need visibility, governance, and control over AI agents.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI inventory and governance, Detect, Discover, Govern
Capabilities confidence: Vendor declared
Product page: wing.security

WitnessAI Platform

WitnessAI

WitnessAI is mapped for runtime security because its official positioning covers data leakage, prompt injection, shadow agents, and enterprise AI security controls.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI application testing and red teaming, API gateway, Block
Capabilities confidence: Vendor declared
Product page: witness.ai

Zenity Platform

Zenity

Zenity is mapped for action-taking AI agents because official sources describe securing and governing AI agents across SaaS, home-grown platforms, and endpoints.

Relevant capabilities: AI agent, AI agent permissions and tool-use controls, AI application, AI inventory and governance, Block, Detect
Capabilities confidence: Vendor declared
Product page: zenity.io

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