References and update policy

Sources

Established definitions and technical claims on this site are grounded in research papers and official platform documentation wherever possible.

Primary and official references

How original and established terms are handled

SEO, Google AI features and crawler controls: explained using official documentation.

GEO and RAG: connected to the academic papers that introduced or formalized the terms.

AEO and AIO: described as industry language with meanings that can vary by context.

REG: explicitly identified as Dean Jessop’s original framework rather than an outside platform standard.

Update policy

Search and AI products change quickly. Pages should be reviewed when official platform guidance, crawler controls, terminology or product names change materially.

The site includes visible publication and modification dates in page metadata and structured data. When content is updated after deployment, both the page text and structured data dates should be changed together.

What sources cannot prove

No documentation can prove that a specific page will be selected for a future answer. Official sources explain requirements, controls and product behaviour; they do not provide a guarantee of indexing, ranking, citation or recommendation.