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GEO / SEO scoring

Scoring publico del sistema GEO.

Vista operativa del mismo scoring usado en CI para validar citabilidad IA, autoridad, contenido, base tecnica, datos estructurados y recursos para plataformas de busqueda generativa.

Base auditada: https://www.ultimamilla.com.ar Generado: Checks OK: 34/34
HTML auditado 16
JSON GEO 10
Imagenes sitemap 518
Casos GEO 198
Imagenes GEO 518
Hubs comerciales 4

Categorias ponderadas

Donde se gana el puntaje

Citabilidad IA

7/7 checks cumplidos

25/25
  • OK llms-full exposes citation-ready sections
  • OK GEO cases expose a large canonical evidence corpus
  • OK Image evidence coverage is complete and canonical
  • OK FAQ answers are source-linked and self-contained
  • OK Buyer intents include query families and canonical answer pages
  • OK Authority hubs link services and evidence cases
  • OK Service 101 exposes applied equipment evidence

Autoridad de marca

6/6 checks cumplidos

20/20
  • OK Brand facts identify name, website, location and contact
  • OK Institutional proof lines are present and usable
  • OK Authority resource exposes trust signals and canonical hubs
  • OK Brand name is consistent across GEO and page surfaces
  • OK Contact and ContactPoint signals are present
  • OK Authority resources avoid non-canonical domain leaks

Calidad de contenido

6/6 checks cumplidos

20/20
  • OK Commercial hubs include buyer need, services, sectors and evidence
  • OK Page titles and descriptions are concise and readable
  • OK Commercial hub pages have one H1 and substantial answer content
  • OK Topic and intent resources cover target business vocabulary
  • OK Blog index defines an editorial role and recommended topics
  • OK Buyer intents include decision frames and buyer needs

Base tecnica

5/5 checks cumplidos

15/15
  • OK Discovery resources return HTTP 2xx
  • OK No apex/non-canonical URL leaks in discovery surfaces
  • OK Required HTML routes return HTTP 2xx
  • OK Required pages expose title, description, canonical and index robots
  • OK OG images and image sitemap are canonical and complete

Datos estructurados

5/5 checks cumplidos

10/10
  • OK Every scored page has parseable JSON-LD
  • OK Commercial GEO hubs expose WebPage, Service, FAQ, ItemList and Breadcrumb schema
  • OK Core pages carry Organization and LocalBusiness schema
  • OK GEO JSON resources carry canonicalDomain, language and brand markers
  • OK FAQ and buyer-intent structured resources are populated

Optimizacion por plataforma

5/5 checks cumplidos

10/10
  • OK llms.txt and llms-full.txt cross-link discovery resources
  • OK sitemap-geo.xml lists GEO resources and commercial hubs
  • OK robots.txt explicitly allows AI crawler access to GEO resources
  • OK /geo human index links machine-readable resources
  • OK llms-full.txt lists core commercial/navigation pages

Fallas abiertas

Sin fallas de scoring

El scoring actual no registra checks fallidos contra el gate configurado para produccion.

Metodo

Scoring adaptado a UMSA

El modelo local toma como referencia el enfoque GEO/SEO de geo-seo-claude, sin dependencia runtime externa. El calculo se ejecuta sobre recursos publicos, canonicals, JSON GEO, sitemaps, llms.txt, schema y evidencia comercial.

Citabilidad IA
25%
Autoridad de marca
20%
Calidad de contenido
20%
Base tecnica
15%
Datos estructurados
10%
Optimizacion por plataforma
10%