GEO architecture: layered patterns for high-concurrency edge apps
The edge-delivery view of GEO's layering and data flow.
Quick answer
Why does dumping full text into llms.txt get me downranked?
AI crawlers prefer summaries plus canonical URLs; a full-text dump is judged low quality. llms.txt should be a map — details live on the destination pages.
Machine-readable page data: /data/geo-architecture.json
In-depth analysis
GEO (Generative Engine Optimization) aligns your site with generative AI engines: clean JSON-LD plus a summarized llms.txt let large models cite your pages reliably. Architecture should be edge-first — static pre-render sinks to the edge, dynamic capability falls back to functions with circuit breakers.
// JSON-LD hardcoded in the page <head> (GEO rule: place centrally, SSG static output)
<script type="application/ld+json">
{ "@context":"https://schema.org", "@type":"TechArticle",
"headline":"...", "mainEntityOfPage": { "@type":"WebPage" } }
</script>GEO Architecture · Key takeaways
- Static and dynamic boundaries defined
- Third-party calls wrapped in circuit breakers
- Environment config separated from code
- Boundary contracts documented
FAQ & pitfalls
How often do AI engines re-index?
There is no fixed schedule. Keep llms.txt and sitemap fresh and structured data SSG-static so engines pick up updates whenever they crawl.
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What readers are asking
Questions that keep coming back in reader feedback, already answered.
- 01
Why is a full-length llms.txt being downweighted?
AI crawlers prefer a summary plus canonical URLs; padding it with the entire corpus reads as low quality. Keep llms.txt as a map and let the landing pages carry the detail.
See the full guide → - 02
Why is my Astro component's interactivity not working?
Components ship as zero-JS HTML by default, so an interactive one needs a client:* directive (client:load, client:visible, …). Without it the script is never bundled into the page.
See the full guide → - 03
Why is my custom Tailwind v4 brand colour not applied?
Colours must be declared in @theme (for example --color-brand). A missing @tailwindcss/vite plugin, or a leftover v3 config, makes bg-brand silently render nothing.
See the full guide →