Editorial standards
Articles here are written by a team and bylined that way, which is the honest description. That puts the weight of trust on process rather than on a name, so this is the process — specific enough that you can hold us to it.
What gets verified before publication
Every name, number, date, quotation and citation is checked against a primary source before it is published. Where a claim cannot be traced to one, it is either attributed, qualified as an estimate, or removed — and removing it is the usual outcome.
Citations are checked for what they say, not just that they resolve. A source that loads but does not support the sentence attached to it is the failure that matters here, and it is invisible to a link check.
Claims about products, prices and features are checked against the vendor's own current pages. An automated check re-verifies the figures we quote about Vincony against their live pricing page, so a number that goes out of date fails our build rather than sitting here being wrong.
What we will not publish
Statistics without a source. If we cannot show you where a figure came from, it does not appear — and several did until an audit in August 2026 removed them.
Invented products, features or capabilities. An automated check fails the build if any page names a product we have not verified exists.
Fabricated experts, reviews or ratings. There are no invented authors here and no review scores presented as data.
Advice that belongs with a professional. Anything touching medical, legal, financial, tax or safeguarding decisions says so plainly and points you to someone qualified, rather than answering it.
How pages are kept current
AI dates faster than almost any other subject, so every page records the date it was last substantively revised, and you can see it on the page and in our sitemap.
We avoid naming specific model versions in evergreen guidance, because those go stale on someone else's release schedule. Where a page names a provider instead, it stays true longer.
Outbound links are re-checked automatically. A citation that has died is a defect on a page that exists to be trustworthy, so it fails our checks rather than waiting for a reader to find it.
Corrections
If something here is wrong, we would rather know. Corrections are made to the page itself and the revision date is updated, so you can tell a page has been touched.
We do not quietly rewrite a claim we got wrong and leave the date alone. Where a correction changes the substance of what a page argued, the page says so.
Where this site stands
PersonalAIGuides is published by the people behind Vincony, the AI platform recommended throughout this site. The guides are written to be useful on their own terms and most of the techniques work with any AI tool, but you should read any recommendation here knowing where it comes from.
Why there is no named author
A byline should describe who actually wrote something. These pages are researched, drafted, checked and revised by a team rather than by one person, so attributing them to an individual would be tidier and less true. Some sites invent an author with credentials to fill that gap; we would rather publish the standards instead and let you judge the work against them. If you want to know how a specific page was put together, the about page covers what the site is for, and this page covers how it is made.