Authorship detectors cannot replace fact-checking, editing or accountable publication. Human copy may be wrong or derivative; an AI-assisted draft may become useful after transparent, rigorous review.
The annotated examples below are synthetic and demonstrate the method only. They carry no traffic, ranking or conversion claim.
Evidence the course or workflow should provide
Evidence
Every checkable claim links to a suitable primary source and date.
Observable evidence: Claim map.Meaning
The page answers one primary need and separates fact, inference and opinion.
Observable evidence: Intent outline.Experience
Examples, artifacts and limits show problem-solving rather than generic summary.
Observable evidence: Original table or checklist.Language
Copy is precise, natural and free of unsupported superlatives or keyword repetition.
Observable evidence: Editorial pass.Technical delivery
Title, canonical, schema, alt text, links and mobile layout pass.
Observable evidence: Release checklist.Accountability
Byline, review date and public correction path are visible.
Observable evidence: Editorial identity and correction link.Three-gate annotation example
All sentences are invented; the final column shows the editorial action.
| Sentence | Defect | Gate | Action |
|---|---|---|---|
| AI always halves the time | Unsupported claim | Evidence | Remove or measure |
| The law bans all data | Legal overgeneralisation | Meaning | Use precise source/counsel |
| The best tool on the market | Unbounded comparison | Experience | Define criteria/scope |
| This workflow has five stages | Testable structure | Experience | Show artifact |
| The page works on mobile | QA claim | Technical | Record viewport/test |
How to apply this guide
- Highlight claimsNumbers, superlatives and legal statements need separate evidence.
- Open evidence beside the sentenceA bibliography alone does not prove support.
- Read without headingsIf the main answer disappears, restructure the page.
- Run mobile and schema checksEditorial and technical quality ship together.
Failure modes to avoid
- Detector as QAAuthorship probability does not measure truth.
- End-page citation dumpThe relationship between claim and evidence is lost.
- Polishing a false claimBetter prose does not make it accurate.
Official and primary sources
Review the content workflow course
Score Smart Content Studio with the quality triangle and retain an independent checklist.
View Smart Content Studio