Abstract: Early chatbots were effectively interchangeable – similar training data, limited capabilities, and no “distinct personality” meant switching between them changed nothing meaningful. Modern conversational AI has fundamentally changed this. Models now diverge across capabilities (text, image, audio), domain strengths, memory, tool integrations, safety choices, and cross-platform continuity. Swapping one for another produces noticeably different outcomes, workflows, and interaction exp...