Research
We publish our research,
and let it prove itself.
If AI or search brought you to this page, you are watching the method work.
Research themes
Three directions
Search intent research
How customers ask at each of three stages, and the outer-ring keywords no one thinks to build.
AI citation mechanics
Why AI picks this passage over that one, and which ways of writing make it safe to cite.
Technology and trends
Structural shifts in the search and AI ecosystem, and how to prepare early.
Our stance: real data, conservative inference, verifiable. Measured and projected labeled separately; anything uncertain is marked as pending verification.
11%
citation domain overlap
Every engine has its own taste. One article cannot win them all. That is why we keep researching.
Coming soon
The first batch of research is in preparation
Each piece is written with passage-level citation craft, with measurement methods published. Once live, this page becomes an article list.
Next step
Research explains the principle. The audit gives your answer.
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