Case studies

The work behind the visibility numbers

Every study here runs on the same weekly reports the product ships: fixed prompts, six AI engines, one score per market.

B2B SaaS · HR technology

** Humand**
2 markets · 6 AI engines
Humand raised $66M, part of it to fund a move into the United States, where AI assistants had never named the company once. Twenty-two weekly reports later the new market is at 18%, and the home market has doubled alongside it.
US AI visibility 0% 18.0%
Argentina AI visibility 24% 48.0%
Argentina citation share 4.0% 11.3%

Automotive · Fort Worth, TX

** Owings Auto**
141 days · 6 AI engines
Owings Auto runs two lots fourteen miles apart. Assistants recommended one of them constantly and the other almost never. The weekly reports showed why, and in 141 days the weaker market passed the home one.
Fort Worth AI visibility 13.3% 54.2%
Rank in the local field #12 of 247 #2
Answers naming Owings 16 of 120 65 of 120

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