This page describes how Kaniship editorial content is researched, written, and reviewed. It exists so readers can judge our work by our standards, not just by its conclusions.
What we publish
Practical B2B growth and revenue content: SEO and content strategy, demand gen, lead gen, sales enablement, revenue operations, ABM, and the fast-evolving impact of AI on both search discovery and sales workflow.
How we research
Every claim of fact in a Kaniship article is either (a) linked to a primary source, (b) backed by publicly available data we cite in-line, or (c) marked as the author's informed opinion. We prefer primary sources over secondary coverage.
How we review
Every article is reviewed by an editor other than the author before publication. Opinion pieces are clearly marked as such and are signed by the writer.
Updates and corrections
We update articles when a tool, statistic, or recommendation becomes outdated. Articles that have been substantively updated show an "Updated: [date]" badge. If we get something wrong, we correct it in place and add a correction note at the bottom of the article.
Partner coverage
Software vendors can be mentioned in our articles; being mentioned does not constitute endorsement, and endorsement is never for sale. Our commercial relationships with vendors (affiliate partnerships) are disclosed per /disclosure and never influence rankings in comparison posts.
AI usage
Our editors use AI tools (including large language models) to assist with research, drafting, and copy-editing. Every published article is reviewed, substantively edited, and signed off by a named human editor. We do not publish AI-generated content without human editorial review.