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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