AEO / GEO · Technical SEO
AEO & GEO for a 270-Page Site
Technical lead on answer-engine and generative-engine optimisation for a bilingual English/German B2B cybersecurity site.
- Python
- JSON-LD
- hreflang / x-default
- Search Console
- AI visibility data
The problem
The vendor wanted to be cited by AI assistants, and to know exactly why competitors were being cited instead.
What I built
A reproducible crawler and audit toolkit in Python, an AI-citability review and competitor citation-gap teardown, JSON-LD and hreflang specs, and schema and template fixes rolled out in the CMS.
My role
- Technical lead, AEO / GEO
- Crawler and audit toolkit
- Implementation-ready specs
- Implementation and monitoring
Technical highlights
- ~270 pages crawled and audited
- 45 validated JSON-LD blocks for 27 priority pages
- Hreflang corrected across English and German
- Every headline number re-derived in a QA pass before delivery