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Manuscript writing & editing AI-writing assessment

Manuscript writing & editing

AI-writing assessment .

Assessment of AI-writing indicators alongside a human editorial review. Understand the report, identify writing concerns, and plan useful revisions.

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APA PUB / WORKING PAPERS 01

Look beyond the indicator.

  1. Read / Examine the passage in context.
  2. Query / Check claims, references and meaning.
  3. Refine / Address specific editorial concerns.

a score is not proof of authorship ↗

RESEARCH, REFINED ILLUSTRATIVE EXAMPLE
An editorial review framework for a flagged passage. Illustrative example.

The details, considered

A report needs a considered reading.

AI detectors can misclassify writing. Reports are indicators, not proof of authorship; detector outcomes cannot be guaranteed.

Where we can help

  • 01 Review of available AI-writing indicators
  • 02 Human assessment of clarity, consistency, and unsupported claims
  • 03 Editorial recommendations and author queries
  • 04 Guidance on relevant journal disclosure requirements

What to share

Your manuscript, any existing report, and the target journal’s AI-use policy.

What we work towards

A review of the indicators and an agreed editorial action plan.

Your next chapter

Let’s discuss
your work.

Share your manuscript, research question, or next challenge. We’ll agree the right support with you.

Discuss your project Prefer a call? Book a consultation ↗