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Public-source research

Vendor evidence

Review what vendors say publicly, the exact quoted source text, the security requirement each statement may support, and what still needs verification.

Research library coverageCounts describe the research workflow, not vendor quality or product effectiveness.View details
Evidence records1280
Source checked863
Needs verification0
Source captured0
No supporting claim found411
Excluded from evidence6

Showing 41–60 of 71 evidence records

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Astrix Security / CiscoUnapproved AI use discoverySource checkedLimited public support for this requirement

Astrix claims automated discovery of all AI agents, including shadow and unregistered agents.

Automated discovery of all agents—custom, third-party, or home-grown—including shadow, unregistered agents.
Entro SecurityUnapproved AI use discoverySource checkedLimited public support for this requirement

Entro claims discovery of shadow agents and every agentic AI deployment across cloud, code, CI/CD, on-prem, and collaboration tools.

Discover every NHI, secret and agentic AI deployment across clouds, code, CI/CD, on-prem and collaboration tools
Token SecurityUnapproved AI use discoverySource checkedLimited public support for this requirement

Token Security claims visibility, control, and governance for every AI agent in the environment.

Token Security delivers visibility, control, and governance of every AI Agent in your environment, so you can move faster and stay secure.
Operant AIUnapproved AI use discoverySource checkedLimited public support for this requirement

Operant claims real-time visibility and controls for every Model Context Protocol (MCP) server, client, tool, and connection in the environment, including registries, allow/block lists, and non-human identity (NHI) access controls.

Real-time visibility and controls for every MCP server, client, tools, and connections in your environment, with MCP registries, white list/black lists, and NHI access controls, so your entire team can develop AI and Agents, safer and faster.
Apex Security / TenableUnapproved AI use discoverySource checkedStrong public support for this requirement

Tenable One AI Exposure claims a single risk-aware perspective of AI tools and usage, cloud infrastructure, and identities for the invisible attack surface created by shadow AI, hidden attack paths, and data leaks.

Close your AI exposure management gap and uncover the invisible attack surface that shadow AI, hidden attack paths, and data leaks create. Get a single, risk-aware perspective of all your AI tools and usage, cloud infrastructure, and identities.
Onyx AIUnapproved AI use discoverySource checkedRelated public context only

Onyx claims it can reduce shadow AI by giving users an approved AI platform, but it does not publicly claim independent discovery of third-party AI usage outside Onyx.

Give your team an approved AI platform that actually works, so they stop pasting company data into ChatGPT.
CrowdStrike AI SecurityUnapproved AI use discoverySource checkedStrong public support for this requirement

CrowdStrike claims its Shadow AI Visibility Service discovers AI tools, agents, copilots, extensions, and model-connected services across endpoint, cloud, and software as a service (SaaS).

CrowdStrike Shadow AI Visibility Service discovers AI tools, agents, copilots, extensions, and model-connected services operating across endpoint, cloud, and SaaS
HiddenLayerUnapproved AI use discoveryNo supporting claim found

HiddenLayer materials reviewed did not provide a public claim for discovering employee use of third-party AI apps or employee prompt activity.

No quoted source text is recorded for this claim.
AurascapeUnapproved AI use discoverySource checkedStrong public support for this requirement

Aurascape claims it can automatically uncover every AI app and agent in use and stop personal or risky usage.

Automatically uncover every AI app and agent in use, even those embedded inside SaaS apps, and stop personal or risky usage before it creates exposure.
CyberhavenUnapproved AI use discoverySource checkedStrong public support for this requirement

Cyberhaven claims it automatically inventories approved and unapproved AI apps as they appear across an organization.

Cyberhaven automatically inventories sanctioned and unsanctioned AI apps as they appear across the organization, from mainstream SaaS generative AI applications to endpoint coding assistants, open-source agent frameworks, and MCP servers.
Island Enterprise BrowserUnapproved AI use discoverySource checkedStrong public support for this requirement

Island claims it can see and govern all user actions involving AI, including unknown shadow AI tools.

Island can see and govern all user actions involving AI, including with unknown shadow AI tools.
AembitUnapproved AI use discoveryNo supporting claim found

Aembit materials reviewed did not provide a public claim for employee AI app discovery, unapproved AI usage discovery, prompt/user activity inventory, or AI domain detection.

No quoted source text is recorded for this claim.
Wiz AI-SPM / Google CloudUnapproved AI use discoveryNo supporting claim found

Wiz materials reviewed did not provide a public claim for employee AI app discovery, unapproved employee AI usage, prompt/user activity inventory, or AI domain detection.

No quoted source text is recorded for this claim.
Varonis AI SecurityUnapproved AI use discoverySource checkedStrong public support for this requirement

Varonis claims complete visibility and control over AI tools and workloads, including hidden AI workloads.

Accelerate AI adoption with complete visibility and control over AI tools and workloads. Varonis helps you deploy AI securely, so you don't leak sensitive information.
Pangea / CrowdStrike Falcon AIDRUnapproved AI use discoveryNo supporting claim found

Pangea materials reviewed did not provide a public claim for discovering and monitoring workforce shadow AI tools, accounts, domains, models, users, or unapproved employee AI usage.

No quoted source text is recorded for this claim.
F5 AI Security PlatformUnapproved AI use discoverySource checkedStrong public support for this requirement

F5 claims AI Security Platform discovers and assesses risks across AI apps, agents, and application programming interfaces (APIs) in use and observes unauthorized or risky AI usage.

Discover and assess risks across AI apps, agents, and APIs in use
Iterate.ai AgentWatchUnapproved AI use discoverySource checkedStrong public support for this requirement

Iterate.ai claims AgentWatch helps enterprises discover shadow AI and govern AI interactions across employees, apps, agents, and large language model (LLM) providers.

AgentWatch helps enterprises discover shadow AI, protect sensitive data, and govern every AI interaction across employees, apps, agents, and LLM providers.