AuthorshipTrace.com
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AuthorshipTrace.com

Human judgment first. Tools second. Responsibility, always.TM

Open The AuthorshipTrace GPT
Expression analysis with authorship boundaries

Evaluate writing without mistaking polish for authorship or understanding.

AuthorTrace is not an AI detector. It is an authorship-governance tool for AI-assisted writing. Instead of trying to prove whether a text was written by AI, it asks a more practical question: is human judgment still visible in the work? It evaluates expression, reasoning, and authorship signals to surface where fluent language may be moving ahead of judgment. The goal is not to accuse or certify. It is to help the writer see what they are actually standing behind—and where that responsibility may no longer be clear.

Expression Analysis

Review whether a piece of writing shows human irregularity, hybrid shaping, or model-shaped expression patterns.

ARC Alignment

Evaluate accuracy, reliability, and contextual grounding rather than relying on surface fluency alone.

HGAA Alignment

Assess visible judgment, responsibility, and authorship integrity without collapsing expression into proof of origin.

Who it is for

  • Educators reviewing AI-mediated writing
  • Researchers studying authorship and epistemic integrity
  • Teams building responsible AI writing workflows
  • Individuals stress-testing their own drafts

Important boundary

This system evaluates expression patterns and their relationship to epistemic and authorship signals. It does not prove authorship and should not be used as the sole basis for disciplinary, legal, or attribution decisions.

Ready to try it

Open AuthorshipTrace and test any passage of writing.

Use your own draft, a classroom sample, or an AI-assisted passage and review the expression, ARC, and HGAA signals in one place.

Launch the AuthorshipTrace GPT
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