Quality Control and Originality

Introduction

Publishing is hard to undo. A wrong claim spreads, a copied paragraph can lead to complaints, and generic text wastes readers' time. A simple, layered review catches most problems before the audience does.

A layered review

Use several short passes, each with a single focus:

1. Purpose and audience: does it answer the reader's question and serve the goal?
2. Facts and sources: every claim verified, links open, quotes exact, dates current. Use your source log.
3. Originality and value: what does this add that a quick AI answer or a competitor does not?
4. Voice and clarity: matches the style guide, easy to read aloud.
5. Compliance: claims, disclosures, rights to images and music, privacy, accessibility.
6. Mechanics: spelling, grammar, formatting, links, headings, metadata.

Where possible, someone other than the author does at least one pass.

Checking for copying

• Search distinctive sentences in quotation marks to see if they appear elsewhere.
• Use free plagiarism checkers as a rough aid, remembering that they can miss paraphrasing and flag common phrases.
• Never paste other people's text into a tool and ask for a rewrite. That is still copying.
• Quote properly and link, within fair-use or permission limits.
• Check images and music licences, and keep records.

Unsupported claims

Watch for phrases like "studies show", "experts agree", "the best" and "guaranteed". Replace them with specific, sourced statements, or soften them to honest opinions. Keep evidence for any claim in marketing copy.

AI detectors: handle with care

Tools that claim to tell whether text was written by AI are unreliable. They can wrongly accuse human writers, miss AI text, and are easy to fool. Search engines say they focus on whether content is helpful, original and trustworthy, not on how it was produced. So:

• Do not rely on detectors to judge quality or to accuse people.
• Do focus on the things you can control: accuracy, original value, clear sourcing and honest disclosure where required.
• Follow the rules of the platforms and publishers you work with, which may ask you to disclose AI use.

Adding real experience

What makes content hard to replace is first-hand knowledge:

• Your own examples, photos, screenshots and data
• Mistakes and lessons from real projects
• Specific details, such as costs, timings and results
• A clear point of view, and the reasons for it
• Interviews with real people, with permission
• Local or niche context that general text lacks

Ask the editor's question: what would a reader learn here that they cannot get anywhere else?

Corrections and updates

• Add a date and, for important pieces, an update note.
• Correct mistakes quickly and visibly.
• Schedule reviews of key pages so facts stay current.
• Keep a record of what changed and why.

A pre-publish checklist

• Reader and purpose clear
• All claims verified, sources logged
• Quotes exact and attributed
• No copied text, rights cleared
• Original value added
• Voice and style followed
• Disclosures and legal points checked
• Accessibility checked
• Links and formatting tested

Try it yourself

Make your own one-page checklist from the list above. Apply it to a recent piece, and note three improvements you would have missed without it.

Summary

• Use a layered review of purpose, facts, originality, voice, compliance and mechanics, with a second reader where possible.
• Check for copying and unsupported claims, and do not rely on AI detectors.
• Add first-hand experience, correct errors openly and keep key pages updated.