Entity confusion: when a system merges two of your locations
The most damaging finding in multi-location work and the least visible. The business looks fine to itself and is being described as something else.
What it is
A system builds an understanding of an entity from many sources. When two entities look similar enough, it can merge them, or attribute one location signals that belong to another, or confuse a location with a competitor entirely.
Nothing about this is visible from inside the business. The site is correct. The listings look right. The location is simply being described as, or mixed with, something else.
The five causes, in rough order of frequency
A retired address that never went away. A location moved and the old address persists in directories, in old press, and in a footer nobody updated. Two addresses, one business, and a system deciding which is current.
Two locations too close together. Branches in the same city with similar names are routinely conflated, and reviews for one attach to the other.
A similarly named competitor. Common in professional services where names are surnames and in trades where the category is in the name.
Franchisee listings created independently. A franchisee sets up their own listing with a different name format, a different category, and no relationship declared. A second entity now exists.
A prior business at the same address. Its records outlive it and attach to whoever is there now.
How to detect it
Ask an AI system about the specific location by name and address, and read what comes back rather than checking whether it is positive. The finding is not a low score. It is a description containing something that is not true of that location: the wrong hours, the wrong specialism, a review about a different place, or a merged history.
Why it does not correct itself
Once two entities are conflated, every new signal is ambiguous evidence for both, so the confusion is self-reinforcing. Adding correct information does not resolve it, because the correct information is also being attributed to the merged entity.
Resolving it usually means removing or correcting the source of the ambiguity, which is subtraction rather than addition, and subtraction is the move nobody reaches for.