AI Visibility & Governance vs Shadow Defend: Side-by-Side Comparison (2026)

AI Visibility & Governance: Mobile-native platform for discovering, monitoring, and governing AI app usage. built by Lookout. Core capabilities include Shadow AI discovery across iOS and Android mobile fleets, AI application risk classification by data handling practices, Agentic AI behavior monitoring including API interactions and permissions..

Shadow Defend: Browser extension for AI governance: discovers, monitors & controls AI tool use. built by Shadow Defend. Core capabilities include Shadow AI discovery across managed browsers including personal accounts, Real-time prompt inspection for PII, credentials, source code, and regulated data, Policy enforcement with warn, block, and allow actions per AI tool..

Both serve the AI Governance market but differ in approach, feature depth, and target audience.

AI Visibility & Governance differentiates with Shadow AI discovery across iOS and Android mobile fleets, AI application risk classification by data handling practices, Agentic AI behavior monitoring including API interactions and permissions. Shadow Defend differentiates with Shadow AI discovery across managed browsers including personal accounts, Real-time prompt inspection for PII, credentials, source code, and regulated data, Policy enforcement with warn, block, and allow actions per AI tool.

AI Visibility & Governance is developed by Lookout founded in 2011-01-01T00:00:00.000Z. Shadow Defend is developed by Shadow Defend. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit.

AI Visibility & Governance and Shadow Defend serve similar AI Governance use cases: both are AI Governance tools, both cover AI Governance, Shadow AI, AI DLP. Review the feature comparison above to determine which fits your requirements.