GEO for Fintech: Earning LLM Trust in a Category Full of Scam Warnings
Fintech founders running their first AI visibility audit are often caught off-guard by a specific finding: the major language models describe their legitimate, regulated company with a level of skepticism they would not apply to a similarly-aged B2B SaaS in another category. That skepticism is not arbitrary. It is the product of how models are trained to handle financial topics — a category that is saturated with scam warnings, regulatory disclaimers, and fraud-adjacent content. Young fintech brands inherit that category-level caution by default. This piece unpacks why, what specifically the caution looks like in a fintech audit, and what legitimate fintech brands can do to push past the category-level skepticism into accurate, trust-weighted description.