ASAI Security ResearchIndependent public-source research
Public reviewread only

Solution approach

Sensitive-data discovery and access

Find sensitive data, understand who can reach it, and reduce unsafe exposure to AI.

Research scopeVendorsPublicly documented vendor profiles
Evaluation guideRequirementsSecurity requirements buyers can verify
Evidence basisSourcesPublic claims linked to their original sources
Unresolved itemsQuestionsMissing support is labeled instead of assumed
View research coverageThese counts describe available public research, not product quality or suitability.Expand
Vendor profiles
12 shown in this view
Security requirements
2 to review
Strong public support
17 requirement records
Limited public support
4 requirement records
Open research
3 with no supporting claim · 0 incomplete

Evaluation guide

What buyers should verify

Foundational security requirement

Sensitive-data protection for generative AI

Detect, classify, redact, or block sensitive data in prompts, responses, files, retrieval, memory, and AI-connected workflows.

Questions to test
  1. Sensitive prompt, response, or file test data is detected and classified during an AI interaction.
  2. A policy redacts, blocks, coaches, or records the sensitive data event before it leaves the approved path.
  3. The evidence record shows data class, user, app or model, action, and timestamp.
Related frameworks

NIST AI RMF Playbook · NIST Cybersecurity Framework 2.0 · CIS Critical Security Controls · ISO/IEC 42001 · OWASP GenAI Security Solutions Landscape

Foundational security requirement

AI-feature discovery in business applications

Inventory software as a service (SaaS) applications that embed AI features, expose enterprise data to AI capabilities, or create AI-driven data movement.

Questions to test
  1. A software as a service (SaaS) app with an embedded AI feature appears in the software as a service (SaaS) AI inventory with app, provider, and feature context.
  2. The inventory shows which users, data classes, integrations, or providers are associated with the AI-enabled software as a service (SaaS) app.
  3. Third-party AI service use is flagged separately from generic software as a service (SaaS) application discovery.
Related frameworks

NIST AI RMF Playbook · NIST Cybersecurity Framework 2.0 · CIS Critical Security Controls · ISO/IEC 42001 · OWASP GenAI Security Solutions Landscape

Vendor research

Vendors with public research for this approach

Choose vendors to compare →

Vendors are grouped by whether this approach is a core product focus or related coverage, then ordered by documented support across the requirements shown. This organizes public research coverage; it is not a product ranking or recommendation.

Evidence labelsStrong public supportLimited public supportNo supporting claim foundResearch incomplete
VendorPrompt and data protectionBusiness-app AI inventorySourcesAction
Core product focusThis approach is central to how these vendors present the product · 7 vendors
CyberhavenScaledSupport found for 2 of 2 requirementsStrong public supportStrong public support1Profile →
Microsoft Purview DSPM for AIEstablishedSupport found for 2 of 2 requirementsStrong public supportStrong public support1Profile →
Varonis AI SecurityEstablishedSupport found for 2 of 2 requirementsStrong public supportStrong public support1Profile →
Veeam / Securiti AIEstablishedSupport found for 2 of 2 requirementsStrong public supportStrong public support1Profile →
BigID AI Security and GovernanceScaledSupport found for 2 of 2 requirementsStrong public supportLimited public support1Profile →
Nightfall AIGrowth stageSupport found for 2 of 2 requirementsStrong public supportLimited public support1Profile →
Orca AI-SPMScaledSupport found for 1 of 2 requirementsStrong public supportNo supporting claim found1Profile →
Related coverageThese vendors address the requirements through another core product focus · 5 vendors
Netskope AI SecurityEstablishedSupport found for 2 of 2 requirementsStrong public supportStrong public support1Profile →
Palo Alto Networks Prisma AIRSEstablishedSupport found for 2 of 2 requirementsStrong public supportStrong public support1Profile →
Singulr AIEmergingSupport found for 2 of 2 requirementsLimited public supportStrong public support2Profile →
Wiz AI-SPM / Google CloudEstablishedSupport found for 1 of 2 requirementsStrong public supportNo supporting claim found1Profile →
Upwind AI SecurityScaledSupport found for 1 of 2 requirementsLimited public supportNo supporting claim found2Profile →

Company maturity remains a filter and profile attribute; it does not affect the research-coverage order.