Editorial policy

Learning Hub articles are attributed to the SuperKnowva Editorial Team unless an individual author or reviewer is named on the article. We are reviewing legacy articles for unsupported bios, testimonials, credentials, research, and product claims. We do not invent author biographies, reviewer credentials, testimonials, or customer outcomes.

AI assistance and human review

AI may assist with outlining, editing, and identifying questions to verify. It does not replace editorial judgment, source checking, product-owner confirmation, or qualified review where specialist expertise is needed. Editors remain responsible for what is published.

Sources and comparisons

We prefer primary research, official institutional guidance, and official product documentation. When a comparison relies on desk research rather than hands-on testing, the article says so. We disclose material limits such as changing prices, access restrictions, privacy terms, accessibility information, and features; we do not present marketing claims or a single experience as universal results.

Review and updates

We review articles when their study advice, sources, product details, or search intent need correction. A publication or update date reflects substantive editorial work recorded in the article metadata; it is not changed for cosmetic edits or simply to make an article appear fresh.

Product guidance

Product-specific articles should describe only workflows available in SuperKnowva. If an older article cannot be verified, it may remain accessible with a noindex directive while it awaits substantive editorial work. Noindex decisions are reviewed individually; they are not a finding that a page is inaccurate.

Search evidence

Aggregate Google Search Console trends can identify a review queue, but they do not establish the performance or intent of an individual URL or query. URL-level and query-level evidence must be evaluated separately before an editorial or indexing decision is made.

Corrections

To report an error or an outdated product statement, contact SuperKnowva support with the article URL and the information that should be reviewed.