AI Detection for Publishing & Editorial Workflows

Why it fits

• Freelance submission triage. Score every submission as it arrives. Surface anything above a threshold to a human editor.
• Pre-publication QA. Final-stage check before publishing. Many publishers run this as part of their CI.
• Library audits. Run historical content through the batch endpoint to flag pieces that may need disclosure.
• Sentence-level highlighting. Editors see which paragraphs need rewriting, not just a doc-level verdict.
• Multilingual. Detect AI text in non-English content too — useful for international publishing groups.

Example: pre-publication check

// In your CMS publish hook
const { score, sentences } = await detector.detect(article.body);
if (score > 0.7) {
  await sendToEditor({
    article_id: article.id,
    overall_score: score,
    flagged_sentences: sentences.filter(s => s.score > 0.85),
  });
  throw new Error("Manual review required");
}