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Authorship & accountability

No fictional experts. No borrowed authority.

The 2025 archive used a broad Editorial Team attribution. Until real contributor identities and qualifications are verified by the site owner, the archive is attributed to the publication — not invented individuals.

01

Current attribution

Preserved articles are labeled “AI Tools Guide Research Archive.” New bylined research should only be published after the contributor provides a real name or approved public pen name, relevant experience, and a conflict-of-interest disclosure.

02

Required author profile

A complete profile should include the contributor’s scope of expertise, methodology role, relevant professional links, disclosure statement, and a list of authored or reviewed pieces.

Real or owner-approved public identity

Relevant experience stated without exaggeration

Conflict and affiliate disclosure

Reviewed and updated articles

03

Editorial accountability

Readers may report an error or request evidence through the contact page. The publication, not a fictional persona, remains responsible for corrections and disclosures.