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All case studiesProduct analytics · ChatGPT + Perplexity

Connecting AI mention growth to commercial prompts

Consistent tracking revealed which GEO improvements affected the prompts closest to revenue.

Before

Ad hoc

After

32 prompts

Period

Representative 12-week program

The visibility problem

The team checked AI answers occasionally but could not distinguish real progress from random response variation.

The GEO work

  • Standardized prompts and model settings
  • Logged mentions and cited URLs
  • Separated awareness from buyer-intent queries

Representative outcomes

Reliable monthly trend
Faster content prioritization
Proof for leadership reporting

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