Twynzo editorial policy: sources, AI assistance, review and corrections
Learn how Twynzo creates personality quizzes and self-reflection content, including original items, source use, AI assistance, human checks, revisions and corrections.
Original content and concept sources
Twynzo publishes its quiz items, result interpretations and exercises as original site content. When a named psychology or personality framework is discussed, we aim to link identifiable primary organizations, research or reliable explanations. A concept source does not validate or endorse Twynzo’s items, scoring or conclusions.
How AI is used
AI may assist with research organization, drafts, translation comparison, software development and consistency checks. AI output is not professional review. Before publication, facts, scoring logic, bilingual meaning, overclaims and diagnostic-sounding language still require checks.
No invented expert endorsement
If a psychologist, researcher or other professional has not actually reviewed content, Twynzo does not label it psychologist-reviewed or scientifically validated. Current original quizzes are primarily for self-reflection and conversation, with known limitations stated on the methodology page.
Pre-publication checks
New pages are checked for alignment between search intent and content, consistency between headings and body copy, whether sources support the named concept, valid internal links and equivalent core meaning across English and Traditional Chinese. Quiz pages also check item count, options, scoring, ties and result links.
Updates, versions and corrections
When scoring, product behavior or a material interpretation changes, related methodology and result pages should be updated together. Substantive errors are corrected rather than preserved for ranking. Where dates are shown, they reflect real publication or meaningful revision rather than automatic freshness changes.
How to read Twynzo content
Use results and guides as tools for generating questions: look for examples and counterexamples. For medical, mental-health, hiring, educational assessment or other consequential decisions, use tools and professional processes supported for that purpose.