About WorkLens

    Your data should never leave your hands

    WorkLens is a PII detection and redaction engine that runs entirely in your browser. No server. No upload. No cloud. Your files are scanned, redacted, and downloaded without a single byte leaving your machine.

    The Problem

    x

    You need to share a spreadsheet — but it contains names, tax file numbers, and phone numbers.

    x

    You could manually search and redact. For 10,000 rows, that takes hours and you will miss things.

    x

    You could upload it to a cloud tool. Now a third party has your sensitive data.

    x

    You could write a script. Now you need to maintain regex patterns for every country and ID format.

    How WorkLens Solves It

    1

    Drop a file

    CSV, XLSX, JSON, or XML. Up to 10 MB.

    2

    15 layers scan it

    Regex, checksums, AI names, semantic headers — all at once.

    3

    Review detections

    Each finding shows entity type, confidence, and source.

    4

    Download redacted

    One click. PII replaced with labels. Original untouched.

    What Runs Where

    Every component of WorkLens runs inside your browser tab. Nothing is hosted, proxied, or relayed through a server.

    Detection Engine

    Finds patterns like emails, phone numbers, and ID formats. Validates numbers mathematically.

    AI Name Detection

    On-device AI that recognises person names, organisations, and addresses. Downloaded once, cached for instant future use.

    Smart Column Analysis

    Understands what your columns contain by analysing headers against known data patterns.

    File Parser

    Reads CSV, XLSX, JSON, and XML natively. Your data never leaves the browser.

    Background Processing

    Heavy work runs in the background so the interface stays responsive during scans.

    15-Layer Detection Pipeline

    Each layer is a separate module. They run independently and results are fused by confidence — no single layer can override another without evidence.

    L1Job Controller
    L2File Parser
    L3Normalisation
    L4Detection Orchestrator
    L5Regex Patterns
    L6Deny List
    L7AI Name Detection
    L8Context Scorer
    L9Semantic Layer
    L10Checksum Validators
    L11Score Fusion
    L12Policy Engine
    L13Human Review Queue
    L14Redaction Engine
    L15Audit Chain

    Greyed out layers are planned for future releases.

    By the Numbers

    20+
    PII entity types
    15
    Detection layers
    <5%
    False positive rate
    0
    Bytes sent to server
    4
    File formats
    100%
    On-device processing

    Built For

    Compliance Teams

    Audit spreadsheets for PII before sharing with third parties. Cryptographic audit trail for every scan.

    Financial Services

    Banks, insurers, and regulated entities handling customer data. Mathematical validation for tax IDs and government numbers.

    Legal Professionals

    Redact client names, addresses, and identification numbers from discovery documents and case files.

    Healthcare Providers

    Detect patient identifiers, health insurance numbers, and personal details in clinical data exports.

    Data Engineers

    Scan datasets before loading into analytics pipelines. Catch PII that slipped through upstream processes.

    Anyone With a Spreadsheet

    If you have a CSV with names and you need to remove them before sharing — this is the fastest way.

    What's Coming

    Now
    • CSV, XLSX, JSON, XML scanning
    • AI-powered name detection
    • 20+ PII types with mathematical validation
    • One-click redacted download
    • Multi-select bulk redaction
    • Headerless file support (per sheet)
    • Signed audit receipt (SHA-256 + Ed25519)
    • Australia (deep), universal patterns (global)
    Next
    • PDF scanning with bounding-box redaction
    • Deterministic morphing — realistic or token-based
    • APRA CPS 234 compliance policy packs
    • Human review queue for low-confidence items
    • Desktop app via Tauri (macOS + Windows)
    Later
    • TEE attestation for regulated industries
    • Format-preserving encryption (FF3-1)
    • Python SDK via PyPI
    • US, UK, EU, NZ region support

    See it for yourself

    No signup. No credit card. Drop a file and watch it work.

    Start ScanningSecurity Architecture