Content & corrections policy
How content on this site is produced, sourced, and corrected.
How articles are produced
Content on Personality Speaks is AI-assisted and curated. Articles are drafted with large language models, then reviewed for accuracy, tightened for voice, and cross-checked against primary and reputable secondary sources before publication. We're direct about this because readers deserve to know how the words in front of them got there.
What we won't do
- Invent citations. If we can't find a real source for a claim, we don't make the claim.
- Fabricate expert credentials or reviewer names.
- Present AI-assisted content as the work of specific named human authors.
- Publish content that contradicts what we say on Methodology for SEO reasons.
Sources and citations
Articles that make factual claims about the framework's research base cite real, checkable sources — usually peer-reviewed psychology papers, primary Jungian texts, or established typology references. Sources appear at the bottom of the article and are linked.
Updates and freshness
When a substantive change is made to an article, it's logged in that article's change log. The publicly displayed "Updated" date reflects real substantive changes, not cosmetic bumps.
Trademark and independence
This site is independently published. It is not affiliated with, endorsed by, or sponsored by The Myers-Briggs Company or the Myers & Briggs Foundation. MBTI® and Myers-Briggs Type Indicator® are trademarks of their respective owners. We discuss the 16-type framework — and the underlying assessment — the way independent typology publishers do, as a widely-used psychological vocabulary, not as an official product.
Corrections
Found something wrong? Tell us. Substantive corrections are made and logged in the article's change log.