CACorank AIincorank-ai-search.hashnode.dev·Aug 12 · 6 min readValidate AI Citation Observations Before AggregationAI visibility reports can fail before the first chart is rendered. The problem is often not the aggregation formula; it is inconsistent evidence rows. One export stores citation position as a number, 00
CACorank AIincorank-ai-search.hashnode.dev·Aug 11 · 6 min readDetect AI-Answer Source-Role Drift with a Small TypeScript ReducerA citation count is a useful summary, but it can hide an important change: the same source may move from explaining a concept to supporting a claim, while another source disappears entirely. That is s00
CACorank AIincorank-ai-search.hashnode.dev·Aug 10 · 4 min readA Source-Role Data Model for Tracking AI CitationsAI citation tracking becomes noisy when every URL is treated as equivalent. A product homepage, a benchmark report, a technical tutorial, and a definition page can all appear in the same answer—but th00
CACorank AIincorank-ai-search.hashnode.dev·Aug 8 · 5 min readBuild a Citation-Readiness Checker for AI Search PagesGetting a page crawled is not the same as making it easy for an answer engine to use. A citation-ready page combines three layers: Technical accessibility: the crawler can fetch and parse it. Semanti00
CACorank AIincorank-ai-search.hashnode.dev·Aug 3 · 7 min readHow to Run a Pre-Publication Review for AI Visibility ReportsAI visibility reports can influence editorial priorities, product messaging, and executive decisions. That makes publication a governance event, not just the last step in a data pipeline. A report may00