Human cognitive processes now mirror the trust frameworks used to evaluate Artificial Intelligence. This conceptual alignment determines whether users rely on automated outputs or reject them. Practitioners must prioritize transparent reliability over raw performance. Without a foundation of verifiable trust, high-capability models fail to achieve meaningful enterprise integration or user retention.