Scope before execution
A diagnosis agrees on a brand, category, question set and observation conditions. Open and brand-specific queries are labeled to keep their objectives distinct.
Planning is not measurement. An interface example or schematic chart does not establish real results either.
From answer to finding
Review should return to the question, answer, date and environment. Mentions, visible citations and available search sources remain distinct.
Record coverage and explain failures or exclusions. A quantitative summary includes its calculation rule and denominator.
Name the observed environment
OpenAI API and OpenRouter observations are labeled API or proxy. They are not presented as the ChatGPT interface. Observations from one environment do not automatically generalize to others.
What an exploratory study supports
A prospective study describes questions and answers observed on a date under explicit conditions. Included organizations do not become clients and their approval is not implied.
Samples with different questions, dates or environments are not a consistent cross-company ranking. A time-based difference does not establish commercial impact or causality.
How we prepare these readings
Guides and articles are prepared with AI assistance and checks against public sources. Corporate authorship is KAIRUM; each reading shows references and a review date.
Invented examples are labeled synthetic or schematic. They explain calculations or decisions and are not product or client metrics.
Official sources are linked where they support a claim. Our methodological proposals are explained as working criteria without claiming validation that has not occurred.
An approach open to review
Environments and features change. When a source or condition becomes outdated, review the content and record its update date.
Use KAIRUM's contact page to suggest a correction or discuss the scope of a diagnosis.
