Editorial Policy

This page explains how CognifyFlow decides what to publish and how we keep it accurate.

Research and facts

• Every article starts from what readers are asking: search data, the questions people ask, and what the current top results get wrong or leave out.
• Model specifications, prices, limits and features come from the vendor's own documentation, release notes or papers, linked in the article's sources. They change often, so pages show when they were last updated.
• We do not publish invented benchmarks, results, quotes, customers or reviews. When we have tested something ourselves, we say what we tested and how.

How we use AI

We use AI tools to help research, outline and check articles, the same way we write about them. A human editor checks every fact, command and claim, and is responsible for what is published.

Updates and corrections

AI changes quickly. Comparison and model pages are reviewed when a model ships or changes price. If you spot a mistake, tell us. We fix it and, when the change is material, note it in the article.

Guest posts and sponsored content

• Guest authors are named on their articles. Their articles meet the same quality rules as ours (write for us).
• If a partner pays for an article and asks for it to be marked, it carries a Sponsored label at the top.
• Paid links are marked as the buyer chooses (dofollow, nofollow or sponsored). We never accept links to harmful, deceptive or unrelated sites.
• A payment never buys a positive opinion in our own reviews and comparisons.

Affiliate links

Some articles may link to products through affiliate programmes, which can earn us a commission at no cost to you. It never changes what we recommend.

Who is responsible

CognifyFlow is edited by Amjid Ali. Read more about us.