How we research,
label, and update.

Two kinds of product coverage

Source-based profiles explain a tool’s intended role using first-party product pages and documentation. They include editorial analysis, but they are not hands-on performance reviews. Tested reviews must state the test date, scenario, inputs, evaluation criteria, and material limitations.

How a profile is built

1. 1

   Define the user task and the decision the page should support.

2. 2

   Read official documentation for current capabilities, access, and limitations.

3. 3

   Separate provider claims from our editorial interpretation.

4. 4

   Describe a verification workflow and the situations where the tool is a poor fit.

5. 5

   Add a checked date and revisit material claims as products change.

What a source check establishes

A source check records what the linked documentation says about a feature or condition. It does not independently establish a provider’s accuracy claims, prove a learning benefit or confirm access on every account. When official pages disagree about a plan or limit, we describe the uncertainty rather than choosing an unsupported number.

The editor reviews the evidence, comparisons and guidance. Research and writing tools may support this work; editorial decisions remain with the editor. A worked scenario describes an exercise to try unless the page provides a documented test. See our editorial policy for the publishing process.

Ratings and rankings

We do not attach numerical scores to source-based profiles. A score implies comparable, repeatable testing. Directory order follows the writing workflow and is not a ranking. If we publish future comparative tests, the rubric and raw scenarios will be described on the page.

Tool selection

We select tools by the tasks they support and explain their limitations. Directory order follows the writing workflow and does not imply a performance ranking.

Updates and corrections

We retain source-check dates in editorial records and page metadata. Product interfaces can change between checks, so readers should confirm plan details on the official site. Send corrections with the page URL and supporting source to info@ai-essay.com.