Citation Architecture for AI Search: A JSON-LD Validation Workflow
A release pipeline for crawler access, answer blocks, stable entity IDs, structured data, source checks, and claim freshness.
Aug 28, 20268 min read
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#ai-search
Articles tagged with #ai-search
How to Build AI Citation Regression Tests
A practical fixture schema and CI workflow for detecting sustained source loss without confusing ordinary answer variance for failure.
Aug 25, 20269 min readHow to Build a Query-Class Citation Matrix for AI Search
A developer-ready schema for measuring AI citations by buyer question shape instead of one blended visibility score.
Aug 25, 20269 min read
Why Market Research Databases Dominate AI Search Citations
The structural properties that make G2, Crunchbase, and market intelligence platforms the most-cited source category across AI answer engines
Aug 7, 20268 min read
Citation-Ready Content Architecture: What AI Search Engines Extract and Why
The structural patterns that determine whether AI engines cite your content or skip it
Aug 5, 20269 min read1
Measuring AI Citation Rates: When the Data Is Real and When It Is Noise
Evidence floors, confidence tiers, and multi-engine methodology that separates real measurement from randomness
Aug 3, 20268 min read