What Is Protecto and What Does Its AI Data Control Plane Do?

Updated

Protecto is an AI data control plane: a layer that sits between your enterprise data and the AI systems that consume it, detecting sensitive information, masking it in real time, enforcing who can see what, and logging every interaction. It's built for organizations running LLMs, agents, and MCP pipelines — particularly regulated enterprises and agentic platforms that need to keep PII, PHI, and business-confidential data out of AI context without breaking model accuracy.

The problem it addresses

Traditional security draws a perimeter around data at rest and in storage. But AI changes the picture: sensitive data now travels with context. When a RAG pipeline retrieves documents, when an agent reads from a tool, or when a prompt carries user details to a model, that data leaves the old perimeter. Protecto's framing is direct — "Sensitive Data Moves With AI Context. Security Should Too."

Core capabilities

Protecto's control plane is organized around three functions:

Layer What it does
One vault Detects and protects PII, PHI, and business-confidential data
One policy enforcement Decides what to allow, mask, block, minimize, or selectively reveal
One platform Provides audit, compliance, admin controls, and multi-tenant governance

The stated detection accuracy is >99%, with integration measured in minutes.

Where it plugs into the AI stack

Protecto integrates across several points where data meets AI:

  • Applications — determines what data a given user is allowed to see or use
  • RAG pipelines — controls what retrieved content can safely enter the AI context
  • Agent gateways — governs what data agents are allowed to read, use, and share
  • MCP tools — identifies exactly which fields an approved action needs
  • AI gateways — decides what data should be allowed to reach the model

The through-line is context-preserving masking: sensitive values are replaced rather than removed, so AI accuracy holds up while real values stay hidden.

Products

  • Privacy Vault — scans, masks, and stores sensitive data without breaking AI accuracy
  • GPTGuard — protects generative AI pipelines with context-preserving masking and toxic content filtering
  • CBAC (Context Based Access Control) — enforces access decisions based on context
  • Data Privacy Gateway for AI Chat — runs any AI model on sensitive data without exposing real values

Who it's for

Protecto targets regulated enterprises and agentic platforms. Its solutions are organized by use case (AI data privacy and compliance, data sovereignty, data leak prevention, agent access control, secure AI pipelines, data tokenization), by industry (healthcare, financial services, B2B SaaS, government, insurance), and by compliance regime (HIPAA, GDPR, India's DPDP, UAE's PDPL/SAMA, and CCPA/CPRA).

If your AI workflows touch regulated or confidential data and you need detection, masking, and access control before that data reaches a model or agent, Protecto is designed for exactly that gap. You can evaluate it through a live PII demo or the API before committing to a full integration.