GEO GLOSSARY

Brand entity recognition

The process of identifying and disambiguating a specific business by name within free-form generated text, whether done by the AI model itself or by a tool analyzing its output.

Why this is harder than it sounds

Legal suffixes ("Inc", "OÜ", "GmbH") can make the same brand appear as several different entities. Generic descriptive phrases can be mistaken for brand names. Two unrelated companies can share a name. Getting this wrong either inflates or hides real visibility.

Why extracted mentions should be checked against source text

An automated extraction step can misread context or hallucinate a recommendation the original answer never made. MagRank AI verifies every extracted mention’s supporting quote against the original AI answer text before it counts, and flags anything it can’t verify rather than assuming it is correct.