Research Methodology
How we research and explain B2B marketing tools and strategies. The evidence type and limits of each article matter as much as the conclusion.
How to Read Our Evidence
Articles do not all provide the same kind of evidence. Use the categories below to distinguish what was observed, sourced, or reported. An article's own evidence and limitations determine what its conclusions can support.
Source-based buying guides
These articles organize official product pages, documentation, and other named sources to help with a buying decision. A source-based statement is not a claim that we used or approved the product. For example, theAI coding assistant pricing snapshotrecords 11 selected plan rows from three official pricing pages on September 5, 2026; it is not a complete market census or a ranking of coding quality.
Compiled survey data
Survey articles compile findings from named studies and preserve the study population, date, wording, and limitations where available. They describe reported respondent behavior; they do not turn a survey percentage into a universal market fact or a personal product test. See theAI marketing tool adoption updatefor a dated example.
Controlled tests and audits
A controlled test claims only the declared inputs, run, result, and limitations. The website crawler benchmarkreports four bounded runs across two documentation hosts, while thebacklink attribute auditinspected six public pages. Neither establishes universal performance, rankings, or future pricing. Testing is claimed only when the article publishes its evidence.
First-person field notes
A first-person article records the author's own process, observations, or build work. The Local LLM Updates case studyexplains a source-locked publication workflow and its boundaries; it does not claim that every model, runtime, or benchmark was tested.
Source and scope checks
We check that material claims have an identifiable source or an article-level record of the observation. We distinguish vendor statements, survey findings, personal notes, and measured outputs instead of presenting them as interchangeable evidence.
Editorial review
Drafting tools and site checks can flag missing links, formatting problems, or stale fields. They do not guarantee accuracy or reader value. Publication decisions remain with the owner, who narrows or removes a claim when the available evidence is not sufficient.
Dates and corrections
A date describes the source check or observation it accompanies. Historical pricing, survey, and benchmark statements retain their original scope; a later update does not silently rewrite them into current facts. Readers can report an error atinfo@konabayev.com, and material corrections are noted when made. A publication date is not a promise of continuous monitoring or a guaranteed response time.
AI Disclosure
AI tools may assist with research, drafting, coding, editing, and organizing source material. They can suggest wording or surface questions, but they do not establish that a claim is true. The owner is responsible for the published page, its evidence, its scope, and its corrections. This does not mean every article was personally fact-checked line by line or every tool was personally tested.
Independence
Commercial relationships are disclosed on ourEditorial Policy page. Payment does not entitle an advertiser to positive coverage. A recommendation should be read together with the article's sources, date, and limitations.
Who Reviews Our Content
The site is owned and edited by Tugelbay Konabayev. Author pages identify the person responsible for the publication; they do not imply that every tool mentioned has been personally used or tested.
Corrections
Found an error? Email info@konabayev.com. We review reported issues when possible and note material corrections in the article. Historical observations and current updates may require different source checks.
Last updated: September 5, 2026