GMM Hub Visibility
AI visibility scan preview
Bridal atelier visibility in Flores, CABA, Argentina preview for Artenovias. This sample shows software-generated visibility data: prompt coverage, competitor mentions, and source patterns captured from sampled AI answers.
1-page sample
4/5prompt clusters including client
65%client mention rate across runs
3competitors observed in sample
2AI models tested
Example lost or contested prompt
Hacé un scan de visibilidad IA para Artenovias: aparece o no aparece, qué competidores se mencionan, qué fuentes los respaldan y qué señales faltan.
Captured answer excerptNo hay señales claras de visibilidad de Artenovias ni de otros ateliers específicos de vestidos de novia en Flores, CABA, en resultados rastreables por IA; los motores de búsqueda y las guías sobre visibilidad IA hablan de metodología y herramientas, pero no devuelven negocios locales concretos para esta búsqueda.
| Signal | Finding | Product signal |
|---|---|---|
| Client presence | Missing or contested in this prompt | Track this prompt in future scans. |
| Competitors | Novias de Flores, Atelier Prive, MarF Atelier | Compare recurring competitor visibility. |
| Cited sources | Competitors show source support not seen for the client in this sample. | Classify source types and monitor changes over time. |
Top competitive pressure
| Competitor | Mentions | Prompt coverage | Source signal |
|---|---|---|---|
| Novias de Flores | 3 | 2 prompt clusters | Maps/search profile, Wedding directory |
| Atelier Prive | 2 | 2 prompt clusters | Own website, Social profile |
| MarF Atelier | 2 | 2 prompt clusters | Publisher/other source, Social profile |
Observed visibility gap
Monthly AI Visibility Monitoring
Track whether repeated commercial answer patterns move after fixes.
How to read this preview
This is directional evidence from sampled prompts, not a ranking or revenue guarantee. Product exports add the full prompt map, source appendix, evidence rows, and visible limitations.
Want to run this in the product?
Create a workspace, configure a brand, add prompts, and export visibility evidence from the dashboard.