Tag

data pipelines

Vanaxity insights tagged data pipelines — notes on AI content, SEO, GEO and AEO from Van Data Team.

AI Search Strategy · Jul 7, 2026

The Data Engineering Behind AI Search Research: How Vanaxity Sees the SERP

A look under the hood at the data engineering that powers Vanaxity's SEO, GEO and AEO research: collecting SERP and answer-engine data, extracting competitor and citation signals from protected sources, and turning it into review-ready reporting.