RESEARCH BULLETIN · STANFORD & MARYLAND FINDINGS

AI detectors misclassify non-native English writing as machine-generated. Writence provides a verifiable record instead.

Probabilistic detectors penalize lower perplexity and more regular syntax, which disproportionately affects second-language writing. Writence provides cryptographic verification and bilingual writing tools to correct for this imbalance in academic and professional publishing.

Standard Probabilistic Detector False Positive

"In this investigation, we examine the quantitative dynamics of metabolic regulation under varying osmotic stress conditions..."

Estimated AI Probability: 84% Perplexity: Low · Flagged as Synthetic

× Flawed metric: Punishes concise non-native vocabulary as machine-generated.

Writence Authorship Record Verified Human
CONTENT HASH 0x9d7f...4a2b8e
SESSION DURATION 4h 12m (3,410 characters typed)
EDIT ENTROPY Organic cadence (descriptive)
Cryptographically Certified Human Author

✓ Cryptographic proof: a signed, tamper-evident revision timeline — without leaking your draft.

61.4%
False positive rate
Standard AI detectors on TOEFL/ESL essays (Stanford 2023 study)
Zero
Draft exposure
Cryptographic proof without revealing unpublished research or drafts
100%
Deterministic verification
Signed, hash-chained telemetry in place of a probabilistic guess
ECOSYSTEM WORKSPACES

Built for clear thinking, verified by mathematics

Our products share one premise: writing software should support human expression, not replace it, and should leave writers with a verifiable record of how the work was done.

Bilingual Workspace
diglot.ai ↗

Diglot

Designed for multilingual authors and professionals. Compose in a first language, produce publication-grade English, and preserve the writer’s own voice.

  • Real-time cross-language drafting
  • Context-aware stylistic alignment
  • Integrated Authorship Record
Academic Suite
copyeditor.app ↗

Copyeditor

A precision environment for researchers, doctoral candidates, and academics. Structured drafting, citation verification, and protection against false statistical plagiarism flags.

  • Deterministic citation mapping
  • Perplexity-safe phrase editing
  • Institutional export standards
SECURITY & PRIVACY ARCHITECTURE

How the Authorship Record works

Instead of running an opaque classifier that guesses whether a sentence reads as "human", Writence records the writing process itself, through a deterministic, cryptographically verifiable method.

01

Local Telemetry Recording

Writence records keystroke timing, cadence, and edit sessions on the writer’s device. No raw draft leaves the browser without consent.

02

Cryptographic Hash Chaining

Each revision generates a cryptographic hash linked to the one before it, producing a tamper-evident chain across the full revision history.

03

Verifiable Authorship Record

The writer submits a manuscript alongside a verification link. Editors and review boards can confirm the record’s integrity in seconds.

ETHICS & PRINCIPLES

"Most of the world writes English as a second language. The tools available to these writers were not built for them — and the systems evaluating their writing are biased against them."

Fairness

AI detectors disproportionately misclassify the writing of international scholars. Writence is built to protect writers who compose across languages.

Keep the Human

Writence builds assistive tools that refine structure and clarity while leaving the human writer in full control of the final text.

Privacy by Default

User submissions are not used to train foundation models. Drafts remain confidential and are not shared without consent.

Protect your academic and professional writing

Adopt Writence within a research lab or university department, or begin writing directly in our workspaces.