One firm, two very different answers
A buyer asks whether a well-known firm is credible and receives a favourable account. The same buyer then asks who can solve the underlying problem and receives a rival, a publisher or a repackaged source. The firm looks strong when named yet disappears before the buyer knows whom to consider.
The questions may share a topic, but they can belong to different buyer-question markets. A question about market direction, one about method and one comparing advisers can call for different knowledge and give the same firm a different role.
Reputation travels; position does not
A strong name can influence how AI describes a firm. It does not secure the firm's place on every question connected to its market. A category-wide visibility score can therefore look healthy while hiding the buyer questions on which the firm's authority vanishes.
One result does not explain the cause, and another source's strength on one question does not mean it owns the category. The loss is local. So is the opportunity.
The commercial loss happens before the visit
A firm can have strong traffic and a favourable brand assessment yet remain absent from the unbranded questions that create new demand. On those questions, another source may be discovered first, credited as the authority and given the route to the buyer.