TreffikAI editorial standards

Editorial responsibility

TreffikAI is an independent publication. Articles are published under the TreffikAI Editorial byline and follow the sourcing, review and correction standards described below.

TreffikAI is responsible for selecting, verifying, editing and updating the material published on the site.

How articles are prepared

The process varies by format, but it generally includes:

1. selecting a topic relevant to readers interested in artificial intelligence;
2. reviewing primary sources such as documentation, research papers, official announcements and product pages;
3. checking important claims against additional reliable sources when the subject requires it;
4. editing the article for clarity, context and practical value;
5. reviewing links, dates, product names and numerical claims before publication.

We do not simply reproduce press releases or other publications. TreffikAI aims to explain what a development means, where its limitations are and why it may matter to the reader.

Use of AI tools

AI tools may assist with research, organizing source material, producing an initial draft, translation or language editing. We do not automatically publish unverified model output.

Every article is reviewed by a human before publication. Important claims are checked, unsupported statements are removed and passages that could mislead readers are revised. Tests, opinions and estimates are presented separately from confirmed facts whenever that distinction matters.

Sources and updates

Whenever possible, articles link directly to documentation, research papers, official announcements or other sources on which the reporting is based. Linking to a source does not mean accepting it uncritically: vendor claims are identified as vendor claims, while benchmarks are considered together with their methodology and limitations.

Artificial intelligence changes quickly, so guides and evergreen pages may be updated after meaningful developments. The update date changes when an article receives a substantive correction or new value, not merely to make old content appear fresh.

Corrections

If you find a factual error, broken link, outdated statement or unclear wording, please use the contact page. Include the article URL and the passage that should be reviewed.

Material errors are corrected as soon as reasonably possible. Minor language edits may be made without a separate notice, while changes affecting the meaning or conclusions of an article should be reflected in its updated date.

Independence and monetization

TreffikAI may display advertising and may publish clearly labeled commercial content or affiliate links. Advertisers and partners do not receive the right to influence the conclusions of independent editorial coverage without disclosure.

Sponsored content, partnerships and affiliate links are labeled visibly for readers. We do not publish paid placements disguised as independent editorial opinion.

Contact

Questions about our content, story suggestions and correction requests can be submitted through the TreffikAI contact form.