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
Holistic AI claims continuous discovery of shadow AI across cloud, code, data, and software as a service (SaaS) tools.
Automatically scan your cloud, code, data and SaaS tools to detect every AI model, API, agent and pipeline.
Related framework references (5)
Mindgard claims AI inventory risk reports that identify shadow AI and map AI infrastructure components and tool calls.
map every component of your AI infrastructure, enumerate every tool call, and identify shadow AI
Related framework references (5)
Enkrypt AI claims recurring Model Context Protocol (MCP) scanning to identify drift and shadow Model Context Protocol (MCP) infrastructure.
Continuously to catch drift and shadow MCP
Related framework references (5)
Akto claims discovery of web and local AI usage across workstations and endpoints, including agents, coding assistants, Model Context Protocol (MCP) servers, and skills.
Discover web & local AI usage - AI Agents, CLI based coding assistant, MCP servers, agent skills & more
Related framework references (5)
Okta claims continuous discovery of unknown AI agents and detection of OAuth consent grants for agents outside standard review.
Continuously discover unknown agents
Related framework references (5)
CyberArk claims discovery of shadow AI agents across software as a service (SaaS), cloud, and developer environments.
discovers AI agents across SaaS, cloud, and developer environments
Related framework references (5)
BigID claims discovery of unapproved models, copilots, agents, applications, and third-party AI tools.
Find unsanctioned models and copilots.
Related framework references (5)
Obsidian claims browser-level discovery of unapproved AI tools, extensions, personal accounts, and unmanaged-device use.
browser-level discovery
Related framework references (5)
Cloudflare claims discovery of shadow AI tools across the organization using its SASE platform.
Discover all shadow AI tools across your organization
Related framework references (5)
Orca claims continuous discovery of managed, unmanaged, and shadow AI models across the entire cloud environment.
including any shadow AI
Related framework references (5)
Backslash claims endpoint inventory of unauthorized AI agents, Model Context Protocol (MCP) servers, skills, rules, hooks, plugins, and personal-account installations.
including the ones installed under personal accounts and never reported to IT
Related framework references (5)