← Back to Your Privacy Algorithm Overview

Bookcicle Labs · Scoring Engine 2026-09-v2 · Ecosystem Monopoly

Platform Risk (Surveillance Giants)

-30 pts Critical Risk

Platform Risk represents the greatest structural threat to open web privacy. Dominant walled garden surveillance corporations—primarily Meta (Facebook/Instagram), Google (Alphabet), ByteDance (TikTok), and Amazon—maintain massive identity graphs containing billions of verified real identities. When these platforms operate a site or embed their pixels, SDKs, and login buttons across external sites, they consolidate your entire digital footprint into a centralized profile.

Add to Chrome (Free) Get for Firefox (Free) Simulate in Calculator

How the Technique Works

1. Ubiquitous Social Pixels & Tracking SDKs

Millions of websites embed Meta Pixels, Google Tag Manager, TikTok Pixels, and LinkedIn Insights to measure conversions. These scripts transmit your visited URLs, purchase amounts, and button clicks directly to platform servers.

2. Single Sign-On (SSO) & Social Widgets

'Sign in with Google' or 'Login with Facebook' buttons drop cross-site cookies and maintain persistent authentication sessions that link third-party visits directly to your primary social account.

3. Server-to-Server Conversions APIs (CAPI)

To bypass browser-based adblockers, websites use server-side tracking (e.g. Meta Conversions API) to upload hashed emails, phone numbers, and purchase histories directly from their backends to platform databases.

4. Centralized Walled-Garden Data Lakes

Platforms merge web browsing data with smartphone telemetry, GPS location logs, app usage statistics, communication patterns, and offline credit card transactions.

The Multi-Billion Person Identity Graph

Unlike independent ad networks that rely on volatile cookie IDs, surveillance giants possess deterministic identity: your real legal name, telephone number, verified email, credit card on file, family connections, and facial recognition data.

When a site triggers Platform Risk, the platform correlates your current page visit with your authenticated profile. Even if you never interact with an ad, the visit informs lookalike modeling, real-time bidding audiences, and behavioral interest buckets that are syndicated to hundreds of thousands of commercial advertisers.

Participating Advertising & Tracking Ecosystems

Meta Advertising Network & Audience Network (Facebook, Instagram, WhatsApp, Messenger)
Google Marketing Platform, DV360, Google AdSense, and DoubleClick
ByteDance Advertising & TikTok Pixel syndication networks
Amazon Advertising & DSP (incorporating e-commerce purchase histories)

The Direct Risk to You

Total loss of browsing anonymity: actions on niche, medical, or political sites map to your real social profile.
Hyper-targeted psychographic profiling and manipulative behavioral steering.
Cross-device surveillance (browsing on a laptop triggers targeted ads on your smartphone or smart TV).
Vulnerability to law enforcement geofence warrants, data breaches, and platform policy changes.

How Your Privacy Scores It

Your Privacy checks the primary page origin and all embedded script origins against a curated index of dominant surveillance platforms. If the page is hosted by or deeply integrated into these ecosystems, Engine 2026-09-v2 imposes a substantial -30 point penalty to prevent surveillance monopolies from masquerading in the green.

Explore Other Penalized Vectors

-20 pts

Fingerprinting

Canvas & audio probing

-25 pts

Session Replay

Keystroke & mouse recording

-15 pts / tracker

Behavioral Trackers

Ad network auctions

-8 pts / domain

Tracking Cookies

Cookie syncing & state

-5 pts / domain

Third-Party Domains

IP & referrer leakage

-10 pts

Telemetry Beacons

Server-side proxies

Early Access

The Integrated Authoring Environment

Meet your new editor.

From first line to verifiable draft. Write on your Mac or PC, and keep going with Studio Editor on the web.

Latest: Loading… What changed?

Explore the environment Demo the web editor

Native on macOS + Windows

Requires a subscription

Native Studio Editor in a deep purple dark theme with The Glass Orchard manuscript open.

Native Studio Editor in a soft blue light theme with The Glass Orchard manuscript open.

Hover, focus, or tap the markers to explore Studio

Studio Editor, led by Desktop

Go deeper at your desk. Keep moving on the web.

Desktop is the complete Studio Editor: a native authoring environment built for sustained work. The web editor is its lighter companion, keeping your projects within reach when you’re away from your desk.

Studio Editor · Native Desktop

Native Studio Editor in a deep purple dark theme.

Native Studio Editor in a soft blue light theme.

The complete environment at your desk.

Download Studio Editor for the full workspace, deeper OS integration, offline-ready writing, multiple windows, Capture, and local Notary tools on macOS and Windows.

Native macOS and Windows experience
Focused panes, windows, and offline-ready drafts
Capture and Notary verification included free

Choose your desktop download

Studio Editor · Web

Your editor, ready in the browser.

Open a focused version of Studio Editor without installing anything. It carries the core authoring experience into the browser for quick revisions, reviews, and writing away from your desk.

Work from a modern browser
Continue with synced Studio projects
Use core editor, version, AI, and authorship features

Demo the web editor

One environment, every layer

Your work stays at the center.

Bookcicle Desktop brings the tools around the manuscript into one coherent workspace. No context switching and no trail of disconnected drafts. Just the work and everything that helps you move it forward.

01 / WRITE

Studio and the native editor, built as one.

Move from project structure to a focused writing surface without leaving your authoring environment.

Native editor Project Studio Multiple panes Offline-ready writing

02 / COLLABORATE

AI that works in the context of your manuscript.

Ask, explore, revise, and compare without breaking your flow or handing the creative center away.

Writing Coach Inline generation Editorial workflows Automatic provider routing

03 / REMEMBER

Every important change has a history.

Follow the evolution of a scene, restore earlier thinking, and understand the human and AI contribution to a draft.

Version history Authorship records Compare changes Restore checkpoints

04 / PROVE

Notarize the work, not just the file.

Create proof points around milestones, handoffs, and exports, then carry a verifiable record with the work.

Local proofs Cloud Attests Notarized work Portable capsules

A workspace with a point of view

The editor should disappear. Your world shouldn’t.

Shape Bookcicle around the way you write. Calm typography, expressive color, focused panes, and useful motion make the environment feel like yours without competing with the page.

Aa Editorial typographyChoose a reading and writing rhythm that suits long-form work.
◐ Theme supportMove between restrained light and dark surfaces, patterns, gradients, and effects.
⊞ Native panes and windowsKeep research, story structure, and the manuscript visible together.

Preview a theme Default Dark

Native Studio Editor in the Default Dark theme.

A Bookcicle Notary verification report for a notarized work.

A Bookcicle Notary verification report in light mode for a notarized work.

Studio + Bookcicle Notary

Prove what you wrote—and when.

Studio records who contributed, when, and where across the manuscript. At a meaningful milestone, Bookcicle Notary turns that authorship history into a verifiable proof snapshot you can share with confidence.

Track every contribution

Keep a record of human and AI contributions as the manuscript evolves.

Capture a proof snapshot

Use Notary to preserve a verifiable record of a milestone, handoff, or export.

Share it with confidence

Send portable authorship proof to an editor, agent, publisher, collaborator, or client.

Let others verify it

Third parties can review the included manuscript and verify its proof from the same portable capsule.

AI built into the authoring workflow

Work with AI, without giving up the work.

Studio Editor brings manuscript-aware assistance into the place where you write. Revise with visible changes, stay in control of every edit, and use tools designed around the needs of authors.

Native Studio Editor in dark mode showing an inline revision with individual Reject and Accept controls.

Native Studio Editor in light mode showing an inline revision with individual Reject and Accept controls.

01 / REVIEWABLE EDITS

Revise in place. Accept only what works.

Edit a selection or an entire section without leaving the manuscript. Studio shows the proposed diff inline so you can review each change and accept or reject it individually.

Edit selections Revise sections Visible diffs Accept or reject

Writing Coach in dark mode reviewing the pacing and narrative beats of The Glass Orchard.

Writing Coach in light mode reviewing the pacing and narrative beats of The Glass Orchard.

02 / WRITING COACH

A writing coach that gets your story.

Work through pacing, continuity, structure, character, and voice with a coach that can understand the context of your manuscript. Connected tools built for authors help turn insight into the next useful step.

Story context Continuity Structure and pacing Author tools

A complete Studio for serious manuscripts

One editor across your day.

Draft, collaborate, search, review AI suggestions, and preserve the history of the work in one connected writing environment. Use the full native Studio on macOS or Windows, with the web editor close at hand when you need it.

Live collaboration: Write together in real time with editing roles, participant presence, shared sections, and host-managed invitations.
Manuscript mode: Work, edit, and collaborate across the entire manuscript in one native tab while chapters and scenes stay organized. Native Studio
High-speed project search: Search manuscript text and storyboard records across the whole project, then jump directly to the result.
Manuscript-aware Writing Coach: Explore pacing, continuity, structure, character, and voice, then turn useful guidance into a proposed edit or anchored comments.
Inline AI editing: Revise a selection or section in place, inspect the visible diff, and accept or reject each proposed change.
Version history and restore: Keep automatic checkpoints and named snapshots, compare revisions, inspect authorship context, and restore an earlier version.
Anchored comments: Attach review threads to exact passages, keep collaborator notes with the manuscript, and continue working offline.
Authorship-aware proof: Preserve human, collaborator, imported, and accepted AI contributions in history, then create a verifiable proof snapshot.

Recommended system

Give the work room to breathe.

Bookcicle Desktop is designed for current operating systems and a comfortable, long-form writing workspace.

Recommended for macOS

macOS 14 Sonoma or later
Apple silicon M1 or newer
16 GB memory
2 GB free storage and a 1440×900 display or larger

Recommended for Windows

Windows 11 version 23H2 or later
64-bit Intel or AMD processor
16 GB memory
2 GB free storage and DirectX 12 graphics

Compatibility: current packages are also available for Intel Macs on macOS 12 Monterey or later and for 64-bit Windows PCs on Windows 10 version 2004 or later. A current OS is recommended for the best Studio, AI, sync, and Capture experience.

Current desktop release

Know exactly what you’re installing.

Bookcicle publishes versioned native packages with checksum manifests, detached signatures, and an environment public key. The release list below follows the same trusted source used by Bookcicle Notary.

Published macOS and Windows builds

Loading latest release manifests…

Release source: https://images.bookcicle.com/desktop

Target	Version	Package	Download	Checksums	Signature	Public key
Loading releases…

Downloads are public. Each target links to its current package, checksum manifest, detached signature, public verification key, and updater manifest. Only supported macOS and Windows targets are shown here. A subscription is required for Studio features; Notary verification and Capture remain free on macOS and Windows.

1. Verify the signature

Confirm that the checksum manifest was signed by Bookcicle’s published environment key.

2. Hash the package

Compute the SHA-256 of the DMG, ZIP, or MSI downloaded to your machine.

3. Compare before opening

Match the package hash against its entry in SHA256SUMS.txt before installation.

The useful details

Questions, answered.

Can I write without an internet connection?

You can continue drafting and editing locally. Cloud sync, shared collaboration, and cloud-backed AI features require connectivity.

What does “native editor” mean?

The Studio Editor runs as part of the native desktop application, using native panes, windows, input, and persistence while remaining compatible with your Studio projects.

Can I use Studio without installing the desktop app?

Yes. Studio Editor for the web provides a lighter version of the authoring experience in a modern browser. Use Desktop when you want the full native workspace, offline-ready writing, Capture, and local Notary tools.

Does AI replace my authorship?

No. AI is a collaborator you direct. Bookcicle is designed to keep the author in control and preserve meaningful contribution history around the work.

What does Notary prove?

Notary creates cryptographic proof records for exact content states. It can help demonstrate that a specific version existed at a point in the work’s history; it is not a substitute for a commissioned notary public.

Bookcicle Desktop

Your next draft deserves a better environment.

Start in the browser or settle into the native workspace. Your work remains at the center.

Demo the web editor Choose your download