Generative Engine Optimization pass so AI answer engines (ChatGPT, Gemini,
Perplexity, AI Overviews) can confidently identify and cite MSOS.
Schema (tools/seo_inject.py, propagated to all 231 pages):
- FAQPage JSON-LD parsed from the /faq/ Q&A blocks (33 Q&A x EN/MK/SI)
- Organization upgraded to NGO with entity-disambiguation fields:
alternateName (all spellings), description, areaServed Slovenia,
knowsLanguage, and foundingDate 2023-03-05
- Event JSON-LD on all 9 /projects/ recap pages (date + real location)
Autonomous for future content (no code edits to add a project):
- Event/Article dates auto-read from the English page's publish date;
event city auto-detected from the body (Slovenian-city whitelist).
ARTICLE_DATES/PROJECT_LOCATIONS are now optional overrides only.
(Auto-detect corrected Paint & Wine to Nova Gorica.)
- build_listings.py: auto-date fallback so undated new content still lists
- pre-commit hook now runs seo_inject.py --all --sitemap first, then
listings/botlinks, and re-stages changed pages (idempotent)
Docs: docs/geo-offsite-worklist.md - copy-paste-ready off-site plan
(Wikidata, Wikipedia fixes, directories, Google Business, AI-visibility tests).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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