Entity Disambiguation
Helping an AI system tell your brand apart from everything else that shares its name. This is more common than it sounds and it distorts real decisions. Checking demand for the acronym AEO returns 27,100 monthly searches in the United States, most of which belong to American Eagle Outfitters and to a customs certification. Searching for the AI visibility tool Wellows returns 5,400, of which 4,771 are a compression sock brand called Wellow. If a model cannot separate you from your namesakes, neither can a keyword tool, and both errors cost money.
GEO Glossary
- Serpstat LLM Brand Monitor Review 2026: The Same Product Publishes Three Different Model Counts
Serpstat says 100+ AI models in its hero, 140+ in its FAQ, and names four. Free tier, then $39. It sells checks on one plan and credits on another.
- Most of the Search Volume for AI Tools Belongs to Someone Else
Two GEO tools showed 27,100 and 9,900 searches a month. Disaggregated they are 627 and 53. And disaggregation is not enough: three more names are not theirs.