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Migration guide

Why legacy DLP misses AI, and how to close the gap

Traditional data loss prevention was built for files, email, and network traffic. The fastest-growing risk now lives in the browser: prompts typed into ChatGPT, Claude, Gemini, and AI features embedded in SaaS. That usage is invisible to legacy DLP. Here is the honest gap, and how to switch to Workforce AI Security without ripping anything out.

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0
Network proxies to deploy
The honest gap

Legacy DLP cannot see the prompt. When AI runs in the browser, the prompt and response never appear as a file transfer or an email attachment, so network and endpoint DLP have nothing to inspect.

This is not a vendor flaw, it is a category limitation. DLP was designed before generative AI moved work into the browser. Blocking an entire AI domain stops the tool but also stops the productivity gain and pushes employees onto personal devices, where you have no visibility at all. Workforce AI Security closes the gap by operating at the browser and endpoint layer, where the prompt actually exists.

Legacy DLP vs Workforce AI Security

A fair, side-by-side look at where traditional DLP stops and where an AI-native layer is needed. Legacy DLP is described as a category, not any single vendor.

CapabilityLegacy DLPWorkforce AI Security (Aona)
Prompt visibilityCannot see prompt content typed into browser-based AI toolsSees the actual prompt at the browser and endpoint, where it exists
Native and browser AI appsBrowser-based AI usage is invisible to network and endpoint DLPDiscovers AI tools used in the browser and in desktop apps
Shadow AI discoveryNo inventory of unapproved AI tools or embedded AI featuresFull AI tool inventory, including unapproved and embedded AI
Real-time employee coachingAlerts security after the fact, or hard-blocks the whole domainCoaches the employee in the moment of a risky AI prompt
DLP for AI tools~Built for files, email, and network egress, not AI promptsPolicy applied to AI tools specifically, at the prompt layer
Behaviour change over timeStatic rules; employees route around blocks to personal devicesCoaching and upskilling shift how the workforce uses AI

Legend: ✓ covered · ~ partial or blunt (domain-level only) · ✕ not addressed by the legacy DLP category.

How the migration works

Switching to Workforce AI Security is additive, not a rip-and-replace. You keep legacy DLP for what it is good at and add the AI layer on top, in phases.

01

Keep your existing DLP

Leave legacy DLP in place for email, managed file shares, and traditional endpoint egress. Nothing is ripped out. Aona is additive and runs alongside it.

02

Deploy the AI layer from the endpoint

Push the Aona browser plugin and the Windows and macOS desktop app through your existing MDM or group policy. No network proxy and no VPN to stand up.

03

Run a discovery pilot

See your real AI usage and a complete shadow AI inventory, including the browser-based and native AI apps that legacy DLP cannot see.

04

Turn on coaching and policy in phases

Enable real-time coaching at the moment of a risky prompt, then apply DLP policy to AI tools. Roll out by team so adoption stays smooth.

FAQ

Switching from legacy DLP to Workforce AI Security

Most generative AI today is used in the browser: employees paste into ChatGPT, Claude, Gemini, or an AI feature embedded in a SaaS app. Traditional DLP was built to inspect files, email, and network traffic, not the prompts a person types into a web app over TLS. When AI runs inside the browser, the prompt and the response never appear as a file transfer or an email attachment, so endpoint and network DLP have nothing to match against. The result is a blind spot: legacy DLP cannot see prompt content or which native AI apps are in use.
Close the AI blind spot

See what legacy DLP cannot

Book a demo to see prompt-level visibility, shadow AI discovery, and real-time coaching on your own environment. Or start a 30-day free trial, no credit card required.

SOC 2 Type II · 92.9% AI classification accuracy · No network proxy