Generative AI tools can produce polished outputs that mask skill erosion among team members, creating an organizational "capability mirage" where workplaces appear highly capable while underlying competence deteriorates. This illusion damages team trust and creates hidden organizational vulnerabilities, as leaders can no longer reliably assess who truly possesses essential skills.