Enterprise-Grade AI Data Loss Prevention
Enterprise

Enterprise PII Masking Workspace: Zero-Trust Prompt Protection

Implement an enterprise PII masking workspace for compliance teams. Secure employee prompts with zero-trust local data protection for AI workflows. Includes Flat-rate TEAMS pricing and Zero-server architecture.

100% Local Processing ✈ Airplane Mode Verified⊘ No Server Logs

AI Summary / Key Takeaways

Verified Zero-Trust Logic

"PrivacyScrubber provides the essential de-identification layer for Enterprise professionals using generative AI. By sanitizing sensitive identifiers locally, we ensure absolute data sovereignty without sacrificing the power of LLM reasoning."

Paste real Enterprise data into ChatGPT — only scrubbed tokens reach the model. Names, IDs, and emails stay on your machine.
Works offline: disconnect the network mid-session and it keeps running. Zero cloud dependency.
Your AI gets full context. Your clients' real identities never leave your browser tab.

Enterprise-Grade AI Privacy

Add custom redaction rules and priority support with PRO.

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In This Article
Live Simulation

Zero-Trust Data Sanitization

Watch PrivacyScrubber's local engine transform sensitive Enterprise data instantly in your browser, without any API calls.

Automated Detection Classes:
REVENUE_STATSSTRATEGY_IDEmail AddressesCustomer / Employee NamesInternal Network IPs
100% Client-Side Execution
Wasm_Engine
STRATEGY EXPORT > Target Revenue: $850,000,000 for Project Apollo. Lead Architect: Sarah Connor (s.connor@cyberdyne.corp) IP Assets: 10.4.20.1 | admin-internal.cyberdyne.io
STRATEGY EXPORT > Target Revenue: [MONEY_1] for Project [PROJECT_1]. Lead Architect: [NAME_1] ([EMAIL_1]) IP Assets: [IP_1] | [HOSTNAME_1]
Click any token above to test False Positive reveal

AI Risk Calculator

50
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Leaks/yr
9,000
Max Fine
€20M

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The Zero-Trust Imperative: Stop leaking sensitive client data to public LLMs and protect your organizational privacy. PrivacyScrubber ensures you can leverage GenAI safely by neutralizing risks 100% offline in your browser.

What Enterprise Professionals Send to AI — and What They Should Be Sending Instead

Aligning corporate data policy with Enterprise PII Masking Workspace requires strict input validation. As enterprises deploy platforms like Enterprise AI gateways, local browser-based PII masking workspaces, and Microsoft 365 Copilot safety layers, preventing unmanaged information egress to public model training queues becomes a top priority. Our enterprise AI privacy guides maps out a clear path to maintain the enterprise safety envelope. The primary concern is preventing systemic data leakage across an entire workforce using unsanctioned or unmonitored AI tools across all endpoints.

When employees submit customer records into cloud-based LLMs without endpoint-level redaction, they create unmonitored data trails. Standard cloud settings do not protect these inputs from model training queues or third-party review. For CIOs, CISOs, IT directors, and enterprise AI transformation leads, the primary point of failure is sending raw prompt text. Implement an enterprise PII masking workspace for compliance teams. Secure employee prompts with zero-trust local data protection for AI workflows. Includes Flat-rate TEAMS pricing and Zero-server architecture.

Why Enterprise Compliance Teams Flag Unmasked AI Prompts

The security standards are clear: Corporate ISO/IEC 42001 (AI Management System) standards, SOC 2 trust principles, and internal security policies. Yet, daily employee workflows demand high-speed summarization. Addressing this gap requires checking the patterns in microsoft 365 copilot data risks to understand how unredacted logs translate into liability. To protect compliance status, you must scrub identifiers at the local terminal. Establishing local technical controls represents the only path to satisfy these criteria without adding server-side processing overhead.

PrivacyScrubber implements Zero-Trust Data Sanitization (ZTDS) at the browser intake layer, giving teams the choice of a manual copy-paste dashboard or an automated workflow via the PrivacyScrubber Chrome Extension.

How to Use AI on Real Enterprise Data — Without Sending a Single Real Name

PrivacyScrubber implements Zero-Trust Data Sanitization (ZTDS) at the browser intake layer, giving teams the choice of a manual copy-paste dashboard or an automated workflow via the PrivacyScrubber Chrome Extension. Our engine performs local Named Entity Recognition (NER) to replace sensitive identifiers with deterministic tokens (e.g., [NAME_1], [ID_2]) before transmission. This architectural pattern mirrors industry standards for DLP capabilities for LLMs — ensuring that only sanitized, non-identifiable logic is processed by the AI. When using the Chrome Extension, a secure shield button is added directly inside ChatGPT, Claude, and Gemini's input fields, allowing users to sanitize prompts and auto-restore responses in-place. Processing data through browser-based Named Entity Recognition allows safe integration of Enterprise AI gateways, local browser-based PII masking workspaces, and Microsoft 365 Copilot safety layers for complex tasks while preserving client privacy.

This client-side execution model is verifiable via the Airplane Mode Standard. Turn off your network interface, run a sanitization cycle, and confirm that all processing is completed locally. This aligns with centralized AI governance, proving that no database or server logs receive unmasked data.

Enterprise Grade Redaction Controls

Need to process complex formats or nested documentation? While plain text can be pasted into the free tier, sanitizing clinical records or financial briefs requires the PRO offline OCR engine (running 100% locally in the browser). If your team handles custom database patterns, you can define unlimited regex rules under PRO, or secure your entire workforce by pushing global rule registries via Chrome MDM policy settings under TEAMS.

Upgrade to PRODeploy TEAMS

Zero-Trust Configuration & Threat Model

When users perform data analysis with AI assistants, unstructured prompts can easily leak confidential information to external servers. PrivacyScrubber resolves this exposure vector by running a client-side masking filter in active RAM. The local classification system dynamically converts identifying entities into non-associative tokens, preventing downstream model ingestion. This ensures that any subsequent data audits and compliance reviews remain clean and fully verifiable.

Verification Protocol

  • Analyze input patterns to detect personal and proprietary entities in real time.
  • Apply local Named Entity Recognition to tokenize primary identifiers.
  • Map sensitive strings to deterministic, tab-isolated volatile variables.
  • Verify Zero-Server transmission by testing the workflow in Airplane Mode.

Parser Specifications

Encryption AlgorithmXChaCha20-Poly1305 (Argon2id)
Detection MethodContext-Aware Regex + NER (99.3% Accuracy)
Data Egress RuleZero-Server Egress (Airplane Mode Verifiable)
Classification StandardHigh Privacy Guard
Associated Threat LevelHigh (Identity Exposure)
Instant Simulation

Enterprise PII Masking Workspace Sanitizer

Watch our zero-trust engine neutralize sensitive identifiers 100% locally. No data ever leaves your device.

Local processing 0 Server logs
ZTDS_ENGINE_V1.5.0
PROMPT INPUT > Draft a reply for customer inquiry. Sender is Alice Johnson, email: alice.j@organization.org, mobile: 555-0177.
PROMPT INPUT > Draft a reply for customer inquiry. Sender is [NAME_1], email: [EMAIL_1], mobile: [PHONE_1].

Enterprise Detection Profile

Our zero-trust engine is pre-hardened for Enterprise workflows, automatically identifying and tokenizing the following parameters 100% locally.

REVENUE_STATS
Active Protection
STRATEGY_ID
Active Protection
EMAIL
Active Protection
NAME
Active Protection
INTERNAL_IP
Active Protection

Zero-Trust Architecture

PrivacyScrubber operates entirely on your device. Unlike other platforms, our local PII masking engine never transmits your sensitive prompts or documents to external servers. All detection and restoration happens in your computer's local RAM.

  • No Backend Connection: Zero API calls, zero tracking, zero logs.
  • Temporary Memory: Your data exists only for the duration of your tab's life.
  • Verification Ready: Built for professionals who need to audit their security layer with centralized AI governance.

Hardware-Level Verification

We encourage you to audit our zero-trust claims directly in your browser using the Airplane Mode Test:

1

Open your browser's Network Monitor before you start scrubbing.

2

Switch to Airplane Mode (physical or simulated) and protect your text.

3

Verify that no data packets ever leave your machine.

ChatGPT & Enterprise LLMs Integration

Step-by-Step Integration Guide: Enterprise PII Masking Workspace

PrivacyScrubber operates entirely client-side. Whether using the copy-paste dashboard, the browser extension, or the MCP Server, your sensitive records stay on your local device. Follow these instructions to safely use ChatGPT & Enterprise LLMs:

1 Method A: Zero-Trust Web Workspace (Copy-Paste)

Best for manual prompt sanitization without installing plugins:

  1. Open the PrivacyScrubber Web App dashboard in your browser.
  2. Paste the raw text, clinical note, brief, or statement for Enterprise PII Masking Workspace.
  3. Click Protect PII. Sensitive data is instantly swapped for secure placeholders (e.g., [NAME_1]).
  4. Submit the sanitized prompt to ChatGPT & Enterprise LLMs.
  5. Paste the AI's answer into the Reveal Originals box to instantly restore the original values.

2 Method B: Chrome Extension & Teams Handoff

For inline prompt protection & air-gapped group sessions:

  1. Install the free PrivacyScrubber Chrome Extension from the Web Store.
  2. Navigate to your AI chat interface. A PrivacyScrubber shield button appears inline in the chat prompt.
  3. Click the shield to sanitize all identifiers in-place before sending to the AI model.
  4. Use Teams Handoff to share encrypted token maps across colleagues without any server database.

Local Redaction & Risk Matrix for Enterprise

Detection EntityToken PlaceholderRisk LevelSecurity Action
REVENUE_STATS Details[REVENUE_STATS]Medium (PII Exposure)Deterministic local swap
STRATEGY_ID Details[STRATEGY_ID]Medium (PII Exposure)Deterministic local swap
Email Addresses[EMAIL]High (Personal contact PII)Domain-safe local strip
Customer / Employee Names[NAME]High (General GDPR/CCPA PII)Named Entity Recognition
Internal Network IPs[INTERNAL_IP]Medium (Intranet mapping leak)Subnet pattern filter
3-Step Execution Model

From Candidate Resumes to Bias-Free AI Evaluation — 3 Steps, Zero PII Exposure

Open PrivacyScrubber or the Chrome Extension. Paste candidate CVs, performance reviews, or compensation data for Enterprise PII Masking Workspace. Candidate names and demographic indicators are swapped for neutral tokens ([CANDIDATE_1], [EMAIL_1]) in local memory.

Client-Side Zero-Trust Engine
Regex execution runs in local WebAssembly workers. Zero outbound API calls.
Volatile RAM Isolation
Tokens exist exclusively in temporary tab memory and vanish on tab close.
1-Click Symmetric Recovery
Paste the AI's completed response into Reveal Originals to unmask original data.
Automated Detection Classes:
[REVENUE_STATS][STRATEGY_ID][EMAIL][NAME][INTERNAL_IP]
01
1

Step 1: Ingest Candidate Resumes & Interview Notes

Paste candidate CVs, performance reviews, or salary compensation data into the workspace or trigger the Chrome Extension directly inside your recruitment or ATS portal.

02
2

Step 2: Blind Screening Tokenization in RAM

Candidate names, phone numbers, home addresses, graduation years, and demographic markers are replaced with structured tokens. Enables objective, merit-based AI candidate evaluations without unconscious bias.

Standard: EEOC & GDPR Blind Screening Standard
03
3

Step 3: Reveal Contact Info for Shortlisted Hires

Paste the AI's candidate scorecard back into Reveal Originals to immediately view original applicant contact details for interview scheduling. All mappings vanish on tab close.

Guarantee: Zero candidate data stored in cloud

Enterprise Adoption Use Cases

CISO Security TeamDLP GOVERNANCE
Zero-Trust Verified
Security teams deploy client-side sanitization to keep outbound AI prompts free of sensitive organizational data, avoiding complex multi-party DPA negotiations.
VP of EngineeringENGINEERING SEC
Zero-Trust Verified
Engineering managers secure developer copy-paste workflows, sanitizing cloud credentials and API keys locally before they enter public LLM histories.
Risk & Audit LeadCOMPLIANCE AUDIT
Zero-Trust Verified
Compliance directors verify local-only sanitization at the browser extension level, satisfying SOC 2 Type II controls for external AI data transmission.
Data Protection OfficerGDPR COMPLIANCE
Zero-Trust Verified
Data protection officers enforce client-side tokenization, keeping prompt text fully minimized and anonymous in compliance with GDPR data processing rules.

Scrub it before it reaches the AI — right from your toolbar

The free PrivacyScrubber Chrome Extension replaces names, emails, and IDs with safe tokens directly inside ChatGPT, Claude, and Gemini — before you hit send. Nothing leaves your browser.

Add the Free Extension for Enterprise
Flat Rate — Unlimited Seats

Your Whole Team on Real Client Data. Safely. $99/mo Flat.

No per-seat pricing. No DPA negotiation. No IT portal. Secure your entire organization with client-side PII masking — $99/month flat, unlimited users. SOC 2 & HIPAA ready. Works in Airplane Mode.

Protect My Team

Zero-Trust Data Sanitization (ZTDS) — Verified Architecture

Independently auditable facts for Enterprise compliance teams

Data transmission
0 bytes sent to any server
Processing location
100% browser RAM (volatile memory)
Session map persistence
Destroyed on tab close — never written to disk
Key derivation
Argon2id (memory-hard, server-independent)
Encryption cipher
XChaCha20-Poly1305 (authenticated encryption)
Offline verification
Airplane Mode Standard — full function without network
BAA / DPA required
No — zero PHI/PII reaches PrivacyScrubber servers
Audit method
Chrome DevTools → Network tab — zero outbound requests

How to audit: Open PrivacyScrubber, enable Airplane Mode, paste any enterprise text, click Protect PII. Open Chrome DevTools → Network tab. Zero outbound requests will confirm 100% local execution. The session token map ([NAME_1], [EMAIL_1]…) lives only in browser tab memory and is permanently destroyed when the tab is closed.

COMPLIANCE FAQ

Frequently Asked Questions

Common questions about deploying zero-trust AI for Enterprise Teams.

Does protecting data with PrivacyScrubber before AI processing satisfy Corporate ISO/IEC 42001 (AI Management System) standards?
Yes. Processing pseudonymized data for a secondary purpose (AI analysis or drafting) aligns with Corporate ISO/IEC 42001 (AI Management System) standards because no personally identifiable data is transmitted to the AI provider. The session map that maps tokens back to real values never leaves your browser.
What specific PII does PrivacyScrubber detect for enterprise workflows?
The engine detects names, email addresses, phone numbers (US and international formats), Social Security Numbers, EINs, credit card numbers, and custom identifiers. PRO users can add custom regex rules to match enterprise-specific patterns such as proprietary account IDs, MRNs, or internal project codes.
Can I reverse the redaction if I use PrivacyScrubber to mask enterprise data?
Yes. If you copy the AI's response and paste it back into PrivacyScrubber, it automatically maps the tokens (like [NAME_1] or [ID_1]) back to the original values using the ephemeral session map stored in your browser's memory.
Can PrivacyScrubber be used 100% offline without network requests?
Yes. All processing runs in your browser's local JavaScript engine, with no external server calls. Once the page loads, you can enable Airplane Mode and verify in Chrome DevTools (Network tab) that zero outbound requests occur. All cryptographic operations (including client-side pseudonymization and reverse-revealing) utilize hardware-accelerated XChaCha20-Poly1305 encryption and Argon2id key derivation running entirely inside browser RAM, ensuring your enterprise data stays 100% on your device.
How can I verify that PrivacyScrubber sends zero data to servers?
Use the 5-step Airplane Mode audit: (1) Open PrivacyScrubber in your browser. (2) Disconnect your network connection (enable Airplane Mode). (3) Paste a text sample containing names, emails, and phone numbers. (4) Click "Protect PII" — all tokens are generated instantly in local browser RAM. (5) Open Chrome DevTools → Network tab and confirm zero outbound requests were made. This test works because PrivacyScrubber uses a Wasm-based regex engine that runs 100% client-side. The session token map (e.g. [NAME_1] → "John Doe") exists only in browser tab memory and is destroyed when the tab is closed.
Do I need a HIPAA Business Associate Agreement (BAA) or GDPR Data Processing Agreement (DPA) with PrivacyScrubber?
No. PrivacyScrubber is designed to run entirely on the client side, meaning no Protected Health Information (PHI) or personally identifiable data is ever transmitted to our infrastructure. Since your data is not processed or stored on our servers, PrivacyScrubber is not acting as a HIPAA Business Associate or a GDPR Data Processor. Consequently, organizations typically determine that standard Business Associate Agreements (BAAs) or Data Processing Agreements (DPAs) are not applicable to PrivacyScrubber. However, you should consult with your compliance officer or legal counsel to verify compliance requirements for your specific workflows.
Can I customize detection rules for industry-specific data formats?
Yes. In the PRO edition of PrivacyScrubber, you can configure custom regular expression (regex) rules designed to target unique patterns associated with your sector and internal taxonomy. This allows you to extend the standard Named Entity Recognition (NER) model to cover proprietary account formats, internal project identifiers, or custom data attributes while keeping all execution client-side.
Is pasting sensitive data into ChatGPT safe?
Pasting sensitive data directly into ChatGPT can expose it to OpenAI's servers and model training unless you use zero-trust client-side scrubbing like PrivacyScrubber, which tokenizes data before it leaves your browser. Protect your workflows for $15/mo with PRO.
How does client-side PII redaction work?
Client-side PII redaction executes directly in your browser's RAM, intercepting and masking sensitive identifiers before they are transmitted over the internet, ensuring true zero-trust security.
How does the Secure Workspace differ from the Browser Extension?
The Secure Workspace allows bulk offline file processing (PDFs, DOCX) and team handoffs, while the Browser Extension injects native masking directly into ChatGPT or Claude's UI. Both are included in our zero-trust ecosystem.
What is the PII MCP Server used for?
The local Model Context Protocol (MCP) Server allows developers to automate PII sanitization in CI/CD pipelines, agentic workflows, and IDEs like Cursor—all executing 100% locally.
What Enterprise Professionals Send to AI — and What They Should Be Sending Instead
Why Enterprise Compliance Teams Flag Unmasked AI Prompts
The security standards are clear: Corporate ISO/IEC 42001 (AI Management System) standards, SOC 2 trust principles, and internal security policies. Yet, daily employee workflows demand high-speed summarization. Addressing this gap requires checking the patterns in microsoft 365 copilot data risks to understand how unredacted logs translate into liability. To protect compliance status, you must scrub identifiers at the local terminal. Establishing local technical controls represents the only path to satisfy these criteria without adding server-side processing overhead.
How to Use AI on Real Enterprise Data — Without Sending a Single Real Name
PrivacyScrubber implements Zero-Trust Data Sanitization (ZTDS) at the browser intake layer, giving teams the choice of a manual copy-paste dashboard or an automated workflow via the PrivacyScrubber Chrome Extension. Our engine performs local Named Entity Recognition (NER) to replace sensitive identifiers with deterministic tokens (e.g., [NAME_1], [ID_2]) before transmission. This architectural pattern mirrors industry standards for DLP capabilities for LLMs — ensuring that only sanitized, non-identifiable logic is processed by the AI. When using the Chrome Extension, a secure shield button is added directly inside ChatGPT, Claude, and Gemini's input fields, allowing users to sanitize prompts and auto-restore responses in-place. Processing data through browser-based Named Entity Recognition allows safe integration of Enterprise AI gateways, local browser-based PII masking workspaces, and Microsoft 365 Copilot safety layers for complex tasks while preserving client privacy.
Is PrivacyScrubber safe for enterprise pii protector, zero trust data protection, dlp tool for llms?
Yes, absolutely. PrivacyScrubber operates on a 100% Zero-Trust Data Sanitization (ZTDS) architecture, meaning all redaction happens locally within your browser. When working with enterprise pii protector, zero trust data protection, dlp tool for llms, no sensitive data ever leaves your device or touches a cloud server.
How does it handle custom data structures for enterprise?
Our engine includes 22+ built-in industry profiles optimized for enterprise data. Furthermore, our Flat-rate TEAMS tier allows you to define unlimited custom Regular Expressions that process data securely in offline memory.
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