Editorial Policy

Checking facts

Every page that states facts about products, prices, or model capabilities is checked against sources before it is published or updated.

Sources we rely on

For product facts, we prefer primary sources, in roughly this order:

1. Official pricing pages, documentation, and release notes
2. Official announcements and model cards from the company that makes the product
3. Original research papers
4. Reputable independent reporting, used for context or when the company has not published details

Benchmark results are labeled as vendor-reported unless an independent evaluation has reproduced them. When sources disagree and we cannot resolve it, we say so on the page or leave the claim out.

How tools are assessed

Most tool profiles and comparisons on Ainanza are researched, not lab-tested: they are based on official documentation, pricing pages, release notes, and reputable reporting. We do not claim hands-on testing unless a page says it was done and describes how.

Each tool page aims to answer the same practical questions:

• What the tool is actually good for, and who it suits
• What it costs, with the date pricing was last checked where we give numbers
• Its real limitations, including privacy, licensing, and reliability concerns
• What to use instead when it is not the right fit

"Best" lists are editorial recommendations for a stated use case, not rankings from a standardized test. We include limitations for every pick.

Keeping fast-changing pages current

AI products change monthly. We group pages by how quickly their facts go stale and aim to re-check them on this schedule:

• Highly time-sensitive (about every 30 days): model comparisons, AI tool pages with plans or pricing, best-tools lists, model and release guides
• Moderately time-sensitive (about every 90 days): workflows, tool-selection guides, AI income guides, career guides, AI for professions
• Evergreen (about every 270 days): glossary definitions, prompting fundamentals, prompt collections

These are targets, not guarantees. A page's "updated" date changes only when its content was actually reviewed or revised, never just to look fresh. When a product is discontinued or renamed, we keep its page, mark the change clearly, and point to alternatives rather than deleting it.

Money, legal, and safety topics

• Income guides describe possible business models. Prices, timelines, and earnings are illustrations, not typical or guaranteed results.
• Licensing and copyright statements summarize the vendor's published terms. They are not legal advice, and "allowed for commercial use" is not the same as owning a copyright.
• Career pages describe roles and skills. Learning a tool does not guarantee a job, and we only state salary figures with a source, region, and date.

Affiliate links and independence

Some pages may contain affiliate links, and pages that can include them show a disclosure. Whether a tool has an affiliate program does not affect whether we recommend it or what we say about its limitations.

Corrections

If you spot something wrong or out of date, please tell us through the contact page. Include the page address and, if you can, a link to the source that shows the correct information. We review every report, fix confirmed errors, and update the page date when we do.

More about the site and who it is for is on the About page.