Researchers developed InterviewPlayground, a clinician-grounded evaluation platform for AI-assisted psychiatric intake systems. The platform uses a memory-augmented patient simulator to compare AI interviewing approaches and measure clinically relevant performance. A pilot study found that a GPT-based LLM intake interviewer recovered more clinically relevant items but made more incorrect inferences and safety concerns compared to human clinicians.