Technical SEO research, schema patterns we've validated, log-file findings, AEO citation analysis. Written for engineers and SEO leads who want to understand why, not just what to do.
How we connect Organization entities across 4 sites in our network so AI assistants treat the cluster as one authority. With copy-pasteable JSON-LD and validation results from 14 Bangkok agencies we audited.
schema json-ld @graph aeoPractitioner's guide to passing INP < 200ms on shared LiteSpeed hosting. 21 specific tactics ranked by impact and difficulty.
cwv inp litespeed hostingerCrawl budget waste, soft-404 explosions, parameter loops, render-budget exhaustion. With awk and Python snippets to detect each pattern in your own logs.
log-files googlebot crawl-budgetWe tested 4,200 prompts across the 4 major AI assistants. Here's the quantified pattern of what gets cited — and what gets quietly skipped.
aeo chatgpt citation-analysisA quality-gate system we use to deploy 1,000-50,000 page programmatic systems while passing manual review. With our open-source validator.
programmatic-seo quality-gatesRule 1. Each domain's Organization entity uses a stable @id matching its canonical URL plus #org. Example: https://seoagencybangkok.com/#org.
Rule 2. Cross-references use subjectOf or knowsAbout with the partner's @id. Don't use sameAs for sister-brand links — that signals "same entity, different URL" which Google demotes as duplicate.
Rule 3. The Person entity for the founder is shared across all sites with the same @id. This is correct: it's literally the same person. Do this and the AI assistants build the right mental model.
We deployed this pattern across our 4-site network in March 2026. AEO citation rate for the cluster increased 3.4x within 7 weeks.
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