ASAI Security ResearchIndependent public-source research
Public reviewread only

Solution approach

AI data protection

Inspect prompts, responses, and files to detect or block sensitive information.

Use-case context

How this approach relates to the selected use case

Applications and agents: Additional if: Sensitive content enters AI flows — Sensitive content must be inspected or blocked in prompts, responses, files, retrieved information, or tool calls.

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Research scopeVendorsPublicly documented vendor profiles
Evaluation guideRequirementsRequirements connected to the selected use case
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
35 shown in this view
Security requirements
1 to review
Strong public support
32 requirement records
Limited public support
3 requirement records
Open research
0 with no supporting claim · 0 incomplete

Evaluation guide

What to verify for this use case

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

Vendor research

Vendors with public research for this approach

Choose vendors to compare →

Only requirements explicitly connected to the selected use case are shown. 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 protectionSourcesAction
Core product focusThis approach is central to how these vendors present the product · 12 vendors
AurascapeGrowth stageSupport found for 1 of 1 requirementStrong public support1Profile →
BigID AI Security and GovernanceScaledSupport found for 1 of 1 requirementStrong public support1Profile →
CyberhavenScaledSupport found for 1 of 1 requirementStrong public support1Profile →
Island Enterprise BrowserScaledSupport found for 1 of 1 requirementStrong public support1Profile →
Microsoft Purview DSPM for AIEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
Netskope AI SecurityEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
Nightfall AIGrowth stageSupport found for 1 of 1 requirementStrong public support1Profile →
Pangea / CrowdStrike Falcon AIDREstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
Prompt Security / SentinelOneEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
Proofpoint AI Security / AcuvityEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
Varonis AI SecurityEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
Harmonic SecurityEmergingSupport found for 1 of 1 requirementLimited public support1Profile →
Related coverageThese vendors address the requirements through another core product focus · 23 vendors
AIM Security / Cato NetworksScaledSupport found for 1 of 1 requirementStrong public support1Profile →
Akamai API SecurityEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
AktoEmergingSupport found for 1 of 1 requirementStrong public support1Profile →
Backslash Agentic AI Endpoint SecurityEmergingSupport found for 1 of 1 requirementStrong public support1Profile →
Cequence AI GatewayScaledSupport found for 1 of 1 requirementStrong public support1Profile →
Cloudflare AI Security SuiteEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
CrowdStrike AI SecurityEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
F5 AI Security PlatformEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
Harness AI Security / TraceableEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
HiddenLayerGrowth stageSupport found for 1 of 1 requirementStrong public support1Profile →
Imperva AI Application SecurityEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
KnosticEmergingSupport found for 1 of 1 requirementStrong public support1Profile →
Kong AI GatewayScaledSupport found for 1 of 1 requirementStrong public support1Profile →
Lakera / Check PointEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
LayerX SecurityGrowth stageSupport found for 1 of 1 requirementStrong public support1Profile →
Obsidian AI SecurityGrowth stageSupport found for 1 of 1 requirementStrong public support1Profile →
Salt Agentic Security PlatformScaledSupport found for 1 of 1 requirementStrong public support1Profile →
Speakeasy AI Control PlaneGrowth stageSupport found for 1 of 1 requirementStrong public support1Profile →
Veeam / Securiti AIEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
WitnessAIGrowth stageSupport found for 1 of 1 requirementStrong public support1Profile →
Zscaler AI SecurityEstablishedSupport found for 1 of 1 requirementStrong public support1Profile →
Lasso SecurityEmergingSupport found for 1 of 1 requirementLimited public support1Profile →
Wallarm AI Control PlatformGrowth stageSupport found for 1 of 1 requirementLimited public support1Profile →

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