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Zendata AI Governance & Data Privacy is a commercial mlsecops tool by Zendata. Pebblo is a commercial mlsecops tool by Daxa.ai. Compare features, ratings, integrations, and community reviews side by side to find the best mlsecops fit for your security stack.
CST VerdictBased on our analysis of NIST CSF 2.0 coverage, core features, integrations, company size fit, here is our conclusion:
Mid-market and enterprise security teams building AI applications need visibility into data exposure before models reach production, and Zendata AI Governance & Data Privacy maps that exposure across code, pipelines, and runtime data flows in a single pass. The platform covers NIST ID.AM and PR.DS by tagging sensitive data and blocking risky collection patterns upstream, which prevents the compliance debt most teams accumulate after deployment. Skip this if your organization treats AI governance as a model validation problem rather than a data problem; Zendata assumes data risk is the primary lever.
Enterprise security teams building RAG applications and AI agents need Pebblo to enforce data access controls at the model layer, where traditional DLP and identity tools can't reach. The platform's permissions-aware connectors and Safe Retriever enforce policy compliance across vector databases and LLM calls, addressing the PR.AA and PR.DS gaps that emerge when AI apps bypass your existing governance stack. Skip this if your AI workloads are isolated experiments; Pebblo's value compounds only when you're operationalizing generative AI across sensitive data at scale.
AI risk signal platform for data privacy and governance across apps and pipelines.
AI security platform enforcing access control & governance for AI apps/agents.
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Common questions about comparing Zendata AI Governance & Data Privacy vs Pebblo for your mlsecops needs.
Zendata AI Governance & Data Privacy: AI risk signal platform for data privacy and governance across apps and pipelines. built by Zendata. headquartered in United States. Core capabilities include AI risk signal generation across application, data, and model surfaces, Pre-production AI data exposure analysis via code and pipeline scanning, Sensitive data classification and AI eligibility determination..
Pebblo: AI security platform enforcing access control & governance for AI apps/agents. built by Daxa.ai. headquartered in United States. Core capabilities include Permissions-aware data connectors with classification for enterprise data sources (Safe Connectors), Role-appropriate and compliant data retrieval from vector databases (Safe Retriever), Secure MCP agent data access with identity and policy control, including prompt injection protection (Safe MCP)..
Both serve the MLSecOps market but differ in approach, feature depth, and target audience.
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