Cases

Case notes

We publish before/after visibility scores only when a live scan pair exists for the same shopper prompts.

Healthcare — Leading Medical Device Group
Optimization period: 3 months
Before: industry rank #5 in AI visibility. After: industry rank #2.

  • Full coverage across ChatGPT, Gemini, and Claude, with consistent top rankings
  • Positive sentiment across 240+ shopper scenarios

Cross-Border D2C — E-Commerce Brand
Optimization period: 4 months
Before: mentioned in 5.1% of shopper prompts. After: mentioned in 83.7% of shopper prompts.

  • Full coverage of product-selection questions across English and Chinese queries
  • Synchronized bilingual GEO optimization

FMCG Retail — Large Retail Chain Group
Optimization period: 3 months
Before: mentioned in 8.4% of shopper prompts. After: mentioned in 86.2% of shopper prompts.

  • Ranked #1 in AI recommendation scenarios, ahead of all competitors
  • Full coverage of 30+ core consumer scenario questions

Named scores and quotes are added only with written client permission.