Comparison page

    Privacy gateway vs DLP: why prompts need a different control layer

    Traditional DLP protects documents, email, and endpoints. AI prompts need a layer that understands prompt structure, model routing, and the context that should stay hidden.

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    DetectMaskSafe prompt

    DLP helps with broad prevention, but it was not built for prompt-time decisions

    AI workflows are interactive and context-sensitive. The same prompt may need partial masking, full blocking, or a safe route depending on the model, the team, and the data class.

    Use DLP for baseline prevention; use a gateway for AI-specific control

    Sintetiko sits in front of the model, classifies the prompt, applies policy, and only forwards the safe version when it should continue.

    Decision guide

    How to tell whether DLP or a privacy gateway fits the job

    This checklist is useful for security, legal, and platform teams planning an AI rollout.

    01

    Review the data shape

    Prompts can contain free text, files, IDs, tool outputs, or structured JSON, which changes how protection should work.

    02

    Decide the intervention point

    A gateway acts at request time, while classic DLP often acts at document, email, or endpoint level.

    03

    Define the action

    Choose whether to mask, tokenize, block, or route to a safer model based on the prompt content.

    04

    Keep the trace

    Make the decision visible to security without broadly exposing the original data.

    Comparison dimensions

    Content surface

    DLP is broad; a privacy gateway is built for prompts, responses, and model-adjacent workflows.

    Inspection depth

    Gateways inspect prompt structure and the specific request context before anything leaves the app.

    Sensitive data handling

    Gateways can redact, mask, or reroute values instead of only blocking the whole payload.

    Policy control

    Both enforce rules, but gateways are better for AI-specific policies and audit trails.

    Best-fit scenarios

    Customer support copilots
    RAG over sensitive documents
    PII-heavy prompt workflows
    Policy review and compliance

    If DLP is not enough for AI, use a gateway built for prompts

    We can help you define the policy boundary that protects sensitive data without breaking the workflow.