How does the Zero-Trust Agentic Guard work in practice when AI agents run shell commands or edit code?

PrivacyScrubber Agentic Guard acts as a local in-memory proxy between your workstation and autonomous AI coding agents (Cursor, Windsurf, Claude Code, Copilot). When an agent executes shell commands (guard_exec) or reads credentials (guard_read_file), output is intercepted in local RAM and secrets are replaced with anonymous tokens ([API_KEY_1], [EMAIL_1]). The remote LLM reasons exclusively over tokenized placeholders. When applying code changes (guard_apply_patch), tokens are reversed back to authentic local secrets in memory and written to disk with an automatic .bak backup. Zero secrets leave your device.

Does PrivacyScrubber send my data to any server?

No. Every detection and masking operation runs locally inside your browser's RAM. Zero bytes of your text, documents, or session tokens leave your device. Verify this yourself: open DevTools → Network tab, test our DLP speed benchmark , or disconnect from the internet entirely — our air-gapped local processing keeps working offline.

Which AI platforms does the browser extension support?

The PrivacyScrubber Chrome extension injects real-time PII masking directly inside ChatGPT, Claude, Gemini, Microsoft Copilot (Bing Chat), Grok, Perplexity, DeepSeek, Qwen, Kimi, and Zendesk. For coding agents and autonomous workflows, explore our AI Agents Protection guide, or use the web app at privacyscrubber.com to sanitize text before pasting it into any interface.

What does the free version include?

The free tier includes our core PII Removal Tool with the General PII profile (names, emails, phones, SSNs, EINs, addresses, corporate entity names), text scrubbing up to 15,000 characters, single-file upload (.txt, .docx), and PDF text extraction up to 3 pages. Our PRO Plan unlocks 24+ industry detection profiles, batch file processing, unlimited custom regex rules, offline OCR for scanned images & PDFs , and downloadable redacted PDFs.

Can PrivacyScrubber sanitize W-2 forms, paystubs, and payroll documents?

Yes. Our specialized financial PII profile natively detects Employer Identification Numbers (EIN/FEIN), payroll-format names (LASTNAME, FIRSTNAME), corporate employer names with legal suffixes (Inc, LLC, Corp), and US street addresses. All wage amounts, tax withholdings, hourly rates, and financial figures are preserved untouched — essential for loan underwriting and HR payroll compliance .

Can I get my original data back after the AI responds?

Yes. Paste the AI's response back into the tool and click Reveal. The 1-Click Reveal engine swaps every token ([NAME_1], [EMAIL_2], etc.) back to the original value using your volatile local session map — zero server round-trips, zero database storage.

Does this help with HIPAA, GDPR, or SOC 2 compliance?

PrivacyScrubber is designed to support de-identification under HIPAA Safe Harbor (45 CFR §164.514) for 18 PHI identifiers, GDPR Article 25/32 data minimization, and SOC 2 Type II controls by stripping identifiers in browser RAM before prompt submission. Review our Top 20 Corporate PII Guide and CISO AI Security Blueprint for detailed governance controls.

What is the CISO Procurement Memo and how do enterprise teams use it?

The CISO Procurement Memo is a standardized, copy-ready compliance document for enterprise IT, security architects, and procurement officers. It provides General Counsel, DPOs, and InfoSec committees with formal statutory evidence (GDPR Art. 4(8)/28, HIPAA 45 CFR § 164.502(e), CCPA § 1798.140) proving that because PrivacyScrubber runs 100% in local client RAM with 0 bytes transmitted to any server, third-party DPA/BAA contracts and lengthy vendor risk questionnaires (SIG/CAIQ) are legally non-applicable, enabling fast-track 0-day software approval.

How does PrivacyScrubber prove zero network egress and lightweight memory usage?

Every software build undergoes an automated 13-suite security and performance QA pipeline in continuous integration (CI). Automated headless network sniffers verify that during PII sanitization, exactly 0 HTTP, WebSocket, or background telemetry packets leave the browser. In-memory heap profiling enforces an ultra-lightweight ceiling under 6MB RAM (5.68 MB JS Heap) and sub-75ms streaming DOM mutation scans across 5,000 live nodes, ensuring zero laptop heating and zero CPU throttle. Review the full audit in our Technical Security Specifications .

What happens to the session map when I close the tab?

The session map exists exclusively in volatile browser RAM and is strictly isolated per tab. The moment you close the tab, reload the page, or navigate away, the entire mapping — including all original PII values and cryptographic keys — is permanently purged from memory. Read more in our Technical Security Architecture .

What is the difference between AI Tokens mode and Blackout mode in PrivacyScrubber?

AI Tokens mode replaces sensitive entities with structured badges like [NAME_1] and [EMAIL_1], preserving contextual roles for LLMs (ChatGPT, Claude) and allowing 1-click restoration via Reveal Originals. Blackout mode applies permanent, solid black raster bars over sensitive pixel coordinates, physically destroying vector text layers for court filings, legal discovery, and FOIA releases with zero underlying text leakage.

Why do standard PDF blackout tools leak data, and how does PrivacyScrubber prevent it?

Most conventional PDF editors and markup tools merely overlay black rectangles as a visual layer, leaving underlying OCR text, character coordinates, and metadata intact and extractable via Cmd+A copy or pdftotext. PrivacyScrubber executes true Secure Raster Flattening : pages are re-rendered in local RAM, PII coordinates are overwritten at the pixel level, and a fresh PDF is synthesized with zero underlying text layers, guaranteeing 100% leak-proof redactions.

What file formats can I sanitize, and what do I get back?

Supported formats include .txt, .docx, .pdf (text-layer and scanned images via Tesseract OCR), .xlsx, and .csv. With Batch File Redaction and Excel Spreadsheet Scrub , you can download sanitized files with PII removed or export redacted PDFs with permanent raster flattening (zero underlying text layers).

How does TEAMS encrypted session handoff work?

PrivacyScrubber TEAMS uses Argon2id key derivation and XChaCha20-Poly1305 authenticated encryption (via libsodium WASM). Through encrypted team session handoff , colleague Alice scrubs prompts and shares a cryptographic blueprint; colleague Bob restores original values locally with zero server intermediary.

How does Shadow DOM sandboxing protect against malicious scripts?

PrivacyScrubber wraps editor inputs and tokenized outputs inside closed Shadow DOM roots. This makes unredacted sensitive text completely inaccessible to DOM-scraping scripts, third-party analytics, or unauthorized browser extensions running on the host page. Learn more about our in-DOM prompt sandbox .

Can I use PrivacyScrubber as an MCP server in Cursor, Windsurf, or Claude Desktop?

Yes. The official @privacyscrubber/mcp-server package runs as a local stdio-based Model Context Protocol server for Cursor, Windsurf, Claude Desktop, and VS Code. It intercepts codebase prompts, sanitizes database passwords and API tokens in RAM, and protects your software development workflows with zero external calls.

Is there a developer SDK for integrating PII sanitization into my own pipeline?

Yes. The @privacyscrubber/sdk NPM package exposes the headless sanitization engine as a programmatic Node.js & ESM library. Call scrubText() and unscrubText() directly inside CI/CD pre-commit hooks, RAG pipelines, and automated LLM gateways with zero external dependencies.

Does changing the detection profile reset my session?

No. Switching between our 24+ industry profiles (e.g. from General to Legal & Contracts or Medical) preserves active tokens and session maps. Tokens remain restorable via Reveal until you click the Clear button explicitly.

How does PrivacyScrubber prevent data residue in system RAM?

After processing documents (PDF, DOCX, XLSX), the engine immediately overwrites all temporary ArrayBuffers at the byte level with zeroes (Uint8Array.fill(0)) before releasing them to garbage collection. Pair this with our tamper-evident audit receipts for verifiable forensic compliance.

Can enterprise or accounting teams pay via invoice or wire transfer?

Yes. For organizations requiring formal vendor onboarding, purchase orders (PO), or SWIFT/SEPA bank wire transfers, we provide custom invoicing with EU VAT reverse-charge support. Check our transparent pricing matrix or visit our Enterprise Solutions Hub .

Does PrivacyScrubber load any third-party analytics or tracking scripts?

No. The platform loads zero analytics trackers, third-party cookies, or fingerprinting scripts. Maintaining strict Content Security Policies (CSP) ensures third-party endpoints cannot inspect memory or DOM states. Review our full commitments in our Zero-Server Privacy Policy .

How are TEAMS admin roles managed without a backend?

There are no centralized accounts. Team administrators configure mandatory regex rules and compliance profiles locally in the Teams Deployment Hub , then generate a cryptographically signed Blueprint URL. When team members open this link, the configuration locks client-side without any backend database.

What rights does a Team Administrator have compared to Managed Team Members in TEAMS?

The purchaser acts as the Team Administrator with exclusive authority to configure organization-wide custom Regex rules, corporate token taxonomy (e.g. [PATIENT_ID]), and default compliance profiles in the Teams Dashboard . When the Admin exports a cryptographically signed Blueprint with Lock Rules enabled, Managed Team Members receive a locked, read-only configuration across their Web App and Chrome Extension (badged as 🔒 Enterprise), preventing employees from altering or bypassing corporate DLP policies.

What is the difference between Custom Regex Rules and Token Labels?

Our Custom Regex Rules Engine discovers proprietary data formats (custom ticket IDs, project codes like PROJ-1234, internal server URLs). Token Labels, in contrast, customize the replacement placeholder (e.g. renaming [NAME] to [PATIENT_ID]) to give LLMs optimal domain context without modifying regex patterns.

How does PrivacyScrubber detect PII without AI hallucinations or latency?

PrivacyScrubber utilizes a high-performance deterministic pattern matching engine running natively in browser RAM (sub-2ms execution time). Unlike cloud LLM-based redaction which can hallucinate, omit tokens, or introduce network latency, our deterministic parser guarantees 100% reproducible tokenization across 18 core Safe Harbor/GDPR entity types (names, emails, phones, SSNs, credit cards, IBANs, medical MRNs, API tokens). PRO users can also inject custom regex rules or run local offline OCR for documents.

How does license key custody, non-transferability, and emergency revocation work without user tracking?

Because PrivacyScrubber maintains a Zero-Trust Data Sanitization (ZTDS) architecture with zero server databases and zero phone-home user tracking, license custody is sovereign to the purchaser. All license tiers are strictly non-transferable. If a key is accidentally leaked or exposed, the billing owner can immediately request emergency revocation via support@privacyscrubber.com. We append the SHA-256 hash of the compromised key to our global Key Revocation List (KRL), instantly invalidating it across all client instances within 24 hours while reissuing a secure replacement.

What are the exact operational boundaries between Personal PRO, Team Workspace, and Developer SDK licenses?

PRO ($15/mo or $110 Lifetime) is a single-user personal license valid on up to 3 personal devices (Web, Chrome, IDE MCP). TEAMS ($99/mo flat) is an organization-wide internal workspace covering unlimited internal staff with Master Key Isolation. The Developer SDK ($199/mo or $1,990/yr) covers headless execution across unlimited internal backend nodes, microservices, ETL pipelines, and internal RAG vector databases. Embedding into customer-facing commercial SaaS for third-party resale requires an OEM/Enterprise contract.

Is the PrivacyScrubber MCP Server completely air-gapped and zero-network?

Yes. The @privacyscrubber/mcp-server package executes strictly in local machine memory over standard stdio JSON-RPC transport. It makes zero outbound network requests, transmits zero telemetry, and performs all PII sanitization and token mapping exclusively in your local volatile RAM, satisfying stringent IDE security policies across Cursor, Windsurf, and Claude Desktop.

AI Threat Intelligence & News

LiteLLM Authentication Bypass: Cloud Compromise and LLM Gateways

Q: How does the LiteLLM authentication bypass expose enterprise data?

Attackers exploit configuration flaws and authentication bypasses in LiteLLM proxy deployments to gain unauthorized access to underlying cloud environments, intercepting API tokens and sensitive LLM prompt payloads in transit.

Q: How does PrivacyScrubber prevent this exploit?

PrivacyScrubber neutralizes intermediary capture risks by performing client-side, RAM-only tokenization and PII redaction locally on user devices before any payload ever reaches proxy gateways or cloud endpoints.

LiteLLM Authentication Bypass: A critical authentication bypass in LiteLLM allows unauthorized actors to compromise cloud environments and intercept enterprise LLM traffic. PrivacyScrubber's zero-trust, client-side sanitization ensures sensitive data is scrubbed before transmission.

Ilya SibiryakovPrivacy Architect

Published: September 18, 2026 · Updated: September 18, 2026 · 3 min read

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

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Live Turnkey Simulator · ZTDS Engine

Interactive PII Detection & Sanitization Sandbox

Test real-time client-side RAM tokenization. Choose a specialized preset or paste your own raw prompt to test instant reversible redaction.

0 Bytes Server Egress

<1.8ms Latency

Select Industry Test Payload: Preset: Security

Raw Input Payload

0 chars

RAM-Only Isolated Session

Automated Detection Classes:

User / Server IP AddressesAWS_KEYINTERNAL_HOSTNAMEMAC_ADDRESSVULN_ID

Open in Full Workspace

AI Risk Calculator

Company

AI Users50

Risk● Critical

Leaks/yr

9,000

Max Fine

€20M

Technical Incident Analysis

Recent security disclosures have revealed critical authentication bypass vulnerabilities in LiteLLM proxy deployments, allowing attackers to escalate privileges and achieve full cloud compromise. By subverting gateway authentication controls, adversaries can harvest active API keys, intercept enterprise prompts, and execute arbitrary commands across connected LLM pipelines. For a deeper understanding of resilient design patterns, consult our AI Security Architecture guide. Furthermore, this gateway exposure mirrors recent architectural flaws analyzed in our Related AI Security Incident report.

Enterprise Blast Radius & Compliance Risks

Compromising centralized LLM gateways grants threat actors unfiltered access to massive corpuses of proprietary source code, internal customer records, and unmasked PII. Under strict European frameworks, unauthorized gateway access constitutes a severe data protection failure. Review our mandatory enterprise roadmap EU AI Act Compliance Checklist for ChatGPT & Copilot Users (2026) to ensure your organization meets stringent regulatory accountability standards.

Client-Side Mitigation via Zero-Trust Data Sanitization

Relying entirely on perimeter security or gateway-level token filters leaves organizations vulnerable when infrastructure components like LiteLLM are compromised. By implementing client-side redaction, sensitive identifiers are tokenized locally in ephemeral memory prior to network transmission, rendering intercepted payloads completely valueless. Discover our recommended defense workflow in How to Redact PII Locally Before Sending Data to the Cloud, ensuring absolute data sovereignty regardless of upstream gateway integrity.

ChatGPT & Enterprise LLMs Integration

Step-by-Step Integration Guide: LiteLLM Authentication Bypass

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:

Open the PrivacyScrubber Web App dashboard in your browser.
Paste the raw prompt or text containing sensitive details of LiteLLM Authentication Bypass.
Click Protect PII: sensitive data is swapped for secure placeholders (e.g., [NAME_1]).
Submit the sanitized prompt to ChatGPT & Enterprise LLMs.
Paste the AI's answer into Reveal Originals to instantly restore the original values.

2 Method B: Chrome Extension (In-Context Redaction)

For automated, inline de-identification within chat interfaces:

Install the free PrivacyScrubber Chrome Extension from the Web Store.
Navigate to your AI chat interface. A PrivacyScrubber shield button will appear inline.
Paste your raw prompt. Click the shield button to sanitize all identifiers instantly in-place.
Send the prompt to the AI chatbot.
The extension automatically intercepts and detokenizes the response, displaying raw values to you.

Local Redaction & Risk Matrix for Security

Detection Entity	Token Placeholder	Risk Level	Security Action
User / Server IP Addresses	[IP_ADDRESS]	High (DLP / Location footprinting)	IPv4 / IPv6 format strip
AWS_KEY Details	[AWS_KEY]	Medium (PII Exposure)	Deterministic local swap
INTERNAL_HOSTNAME Details	[INTERNAL_HOSTNAME]	Medium (PII Exposure)	Deterministic local swap
MAC_ADDRESS Details	[MAC_ADDRESS]	Medium (PII Exposure)	Deterministic local swap
VULN_ID Details	[VULN_ID]	Medium (PII Exposure)	Deterministic local swap

3-Step Zero-Trust AI Workflow Template

Role: Enterprise AI Governance Lead / Security Officer · Target: ChatGPT & Enterprise LLMs

1. Sanitize Data First

1Sanitize in PrivacyScrubber

2Run Prompt in ChatGPT & Enterprise LLMs

31-Click Reveal via sessionMap

Zero-Trust Prompt Sanitization & AI Model InterceptionPrivacyScrubber ZTDS Protocol

Act as an executive research consultant. Analyze the following sanitized enterprise text for [CLIENT_1] and [ORG_1]:
1. Extract key business intelligence findings, strategic risks, and operational takeaways.
2. Draft 3 prioritized executive recommendations.
3. Format findings in clean, structured bullet points.

CRITICAL COMPLIANCE INSTRUCTION (PrivacyScrubber ZTDS Standard): Maintain all cryptographic token placeholders ([NAME_1], [EMAIL_1], [ID_1]) exactly intact in your response for client-side local rehydration via PrivacyScrubber.

Step 3: 1-Click Reverse Rehydration (No Manual Decoding)When ChatGPT & Enterprise LLMs outputs tokens like [NAME_1], paste the AI response back into PrivacyScrubber Reveal to restore original sensitive data in 1 click in local RAM.

Auto-Reveal in Extension

The Manual Redaction Trap: Why DIY search-and-replace failsManual prompt editing misses 1 out of every 12 nested identifiers in logs, error traces, and tables, causing catastrophic compliance breaches. PrivacyScrubber deterministically sanitizes 25+ entity types in <2ms entirely in browser RAM before prompt submission.

Statutory Defense: Zero-Trust Data Sanitization (ZTDS) Architecture StandardRAM-only session tokenization guarantees zero data at rest and zero data in transit. Mappings exist only during active browser execution and are purged on tab close.

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.

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 Sensitive Data 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 sensitive data 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.

Advisory Broadcast

Alert your security & engineering team before deployment

Zero-Trust sanitization stops unauthenticated tool leakage in RAM. Forward this incident analysis to safeguard your AI pipelines.

COMPLIANCE FAQ

Frequently Asked Questions

Common questions about deploying zero-trust AI for AI Threat Intelligence & News Teams.

How does the LiteLLM authentication bypass expose enterprise data?

Attackers exploit configuration flaws and authentication bypasses in LiteLLM proxy deployments to gain unauthorized access to underlying cloud environments, intercepting API tokens and sensitive LLM prompt payloads in transit.

How does PrivacyScrubber prevent this exploit?

PrivacyScrubber neutralizes intermediary capture risks by performing client-side, RAM-only tokenization and PII redaction locally on user devices before any payload ever reaches proxy gateways or cloud endpoints.

← More AI Threat Intelligence & News Solutions

LiteLLM Authentication Bypass: Cloud Compromise and LLM Gateways

Interactive PII Detection & Sanitization Sandbox

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AI Risk Calculator

Technical Incident Analysis

Enterprise Blast Radius & Compliance Risks

Client-Side Mitigation via Zero-Trust Data Sanitization

Step-by-Step Integration Guide: LiteLLM Authentication Bypass

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

2 Method B: Chrome Extension (In-Context Redaction)

Local Redaction & Risk Matrix for Security

3-Step Zero-Trust AI Workflow Template

Enterprise Adoption Use Cases

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

Zero-Trust Data Sanitization (ZTDS) — Verified Architecture

Alert your security & engineering team before deployment

Frequently Asked Questions

Redacted Document Inspection

Security & DPO Approval Memorandum

Add to Device Home Screen

LiteLLM Authentication Bypass: Cloud Compromise and LLM Gateways

Interactive PII Detection & Sanitization Sandbox

Try PII Masking Live

AI Risk Calculator

Get Your Risk Estimate

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Automate Compliance For Your Team

Technical Incident Analysis

Enterprise Blast Radius & Compliance Risks

Client-Side Mitigation via Zero-Trust Data Sanitization

Step-by-Step Integration Guide: LiteLLM Authentication Bypass

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

2 Method B: Chrome Extension (In-Context Redaction)

Local Redaction & Risk Matrix for Security

3-Step Zero-Trust AI Workflow Template

Enterprise Adoption Use Cases

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

Zero-Trust Data Sanitization (ZTDS) — Verified Architecture

Alert your security & engineering team before deployment

Frequently Asked Questions

Try PII Masking
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