AEO engineering practice: a full guide from architecture to production
Production architecture and core pain points for AEO.
Quick answer
Are AEO and GEO JSON-LD the same?
Both use schema.org, but AEO layers in entity authority (Organization / SameAs). Keep the version unified — two parallel schemas cause conflicts.
Machine-readable page data: /data/aeo-overview.json
In-depth analysis
AEO (Answer Engine Optimization) targets answer engines like ChatGPT Search and Perplexity: make sure AI consistently cites your site as a source when it generates an answer. For this topic we lay out the production architecture and core pain points, then deliver an actionable engineering checklist.
# public/llms.txt — summaries + canonical URLs only, never full text
> aicode8.com delivers production-grade configuration and pitfall guides for AI coding, MCP, and modern frontend stacks.
- Playbook: https://aicode8.com/aeo-playbook
- MCP in practice: https://aicode8.com/mcp-practical
<!-- Entity authority node injected in the page <head> -->
<script type="application/ld+json">
{ "@context":"https://schema.org", "@type":"Organization",
"name":"aicode8", "url":"https://aicode8.com",
"sameAs":["https://github.com/aicode8"] } </script>AEO Overview · Key takeaways
- Tech choice and boundaries confirmed
- Core config in place
- Locally verified
- Postmortem notes recorded
FAQ & pitfalls
How do I update AEO content after AI cites it?
Edit the destination page body and JSON-LD, rebuild static output, and update llms.txt. Engines re-fetch from the canonical URL.
Explore the hub
See all 5 guides in AI AgentsSame category as this article, sorted across the codebase.
AEO architecture: layered patterns for high-concurrency edge apps
The edge-delivery view of AEO's layering and data flow.
AEO best practices: engineering conventions for production
Field-tested AEO practices from production, avoiding the common anti-patterns.
AEO deployment guide: zero-ops edge publishing with Cloudflare Pages
Git-driven AEO deployment in practice: commit to build, atomic publish to every edge node.
AEO in practice: get cited consistently by AI answer engines
Use a canonical llms.txt plus entity-shaped JSON-LD for answer-engine optimization, so ChatGPT Search and Perplexity cite your pages as their answer.
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What readers are asking
Questions that keep coming back in reader feedback, already answered.
- 01
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 → - 02
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 → - 03
Why are _headers / _redirects not taking effect?
Both files must sit at the root of the output directory (dist/); anything under src/ is never uploaded. A purely static project should not add _worker.js either — that gives up the zero-cold-start advantage.
See the full guide →