GEO checklist
GEO checklist for AI answer visibility
Generative engine optimization starts with source pages that are easy to trust and quote. Use this checklist as a release gate before distribution.
01One page, one intent.Each page should solve one specific question or task.
02Give the direct answer early.Lead with the conclusion, then add supporting detail.
03Attach scope and date context.State assumptions and update date to avoid stale interpretation.
04Keep content crawlable in plain HTML.Avoid JS-only rendering for core sections.
05Cite primary references and connect related internal pages.Make the evidence chain obvious for both users and crawlers.
06Maintain robots.txt, sitemap, and llms.txt together.Policy and discovery files must stay aligned after every release.
Pre-publish GEO quality gate (15 minutes)
- Check title, H1, and meta description all reflect the same intent.
- Verify two supporting internal links to deeper implementation pages.
- Run HTTP checks for
200on the page and linked references. - Confirm robots policy allows intended crawler access.
# Fast release checks
curl -I https://yourdomain.com/target-page/
curl -I https://yourdomain.com/robots.txt
curl -I https://yourdomain.com/sitemap.xml
curl -I https://yourdomain.com/llms.txtCommon GEO failure patterns
- Thin answer pages: headline is specific, but body is generic.
- Broken evidence chain: references exist but links return 404/redirect loops.
- Policy mismatch: robots allows one crawler but edge security challenges it.
Related troubleshooting: Cloudflare Bot Fight Mode checks and AI referral tracking guide.