AI Visibility Case Studies
How real businesses structured their data with Wispra and started being cited by AI engines.
Local craftsman
A local plumber becomes the AI's go-to recommendation
A plumber had a website but never appeared when prospects asked ChatGPT or Perplexity for 'a plumber near me'. His data wasn't structured or machine-readable.
Read the case study → RestaurantA restaurant gets recommended in AI 'where to eat' answers
A restaurant relied on review platforms but was absent from AI answers that increasingly drive dining decisions.
Read the case study → Coach / consultantA coach turns expertise into AI citations
A coach had deep expertise but a thin web presence, so AI engines never cited them on relevant questions.
Read the case study → E-commerceAn online store gets its products surfaced by AI
An online store ranked on Google but was invisible when shoppers asked AI assistants for product recommendations.
Read the case study →Illustrative scenarios based on typical Wispra usage and aggregated patterns. Results vary by sector, data quality and market.