Consumer AI Trust: Safety, Usability, and Adoption

Consumer AI is appearing in shopping, service, and personal-safety workflows. Google reports Gemini-powered scam checks in Messages and Android calls, but detection performance, false positives, privacy, and rollout need scrutiny; shopping-agent survey figures and QSR deployments likewise do not prove broad usefulness or adoption.