Editorial policy

How Flowith reviews published guidance

This policy applies to guidance published on the Flowith Blog. Flowith retains responsibility for its accuracy, sourcing, scope, and maintenance, including pages that do not display a personal byline.

Who is responsible

Flowith is the accountable publisher. Editorial review covers source identity, claim boundaries, dates, links, reader purpose, and whether a page should be retained, corrected, merged, or removed. We display a personal byline only when it accurately identifies the person responsible for that page. Product, legal, security, health, financial, and other consequential claims still require appropriate subject knowledge and do not replace specialist advice.

How we use sources

We prefer current first-party documentation, product pages, terms, standards, and original research. Material claims should link to the controlling source. Secondary sources may provide context but should not override a current primary source.

Time-sensitive details such as prices, model availability, quotas, licenses, regions, and policies are checked against the live source at the review date. Readers should recheck them before making a consequential decision.

Experience and testing

We describe a test, benchmark, or first-hand workflow only when it was actually performed and its method can be explained. Source-based guides state their evidence boundary and do not present documentation review as hands-on testing. We do not invent customer stories, adoption claims, or performance results.

A benchmark must identify who ran it, the dataset and revision, the tested model or product version, the evaluation method, the date, and material limitations. Provider-run results are labeled as provider evidence rather than independent findings. If the original report or reproducible artifact cannot be inspected, we remove the score or comparison instead of citing a vendor, publication, or repository homepage.

AI assistance

Automation and AI may assist with research organization, drafting, and quality checks. A human reviewer remains responsible for the final page. AI-generated text is not accepted as evidence, and cited sources must be opened and checked before publication.

Updates and corrections

The original publication date remains attached to the page. A substantive review or correction receives a separate updated date. When a page cannot be supported, it is corrected, merged into a genuinely equivalent page, or removed instead of being kept solely for search traffic.

Independence and limitations

Product coverage does not imply endorsement. Comparisons disclose their method and should not name a universal winner without matched evidence. Nothing on the Blog replaces professional legal, medical, financial, or security advice.

Policy effective September 4, 2026; last reviewed September 21, 2026.