Multimodal safety for children's video — transcript, frames, and family values aligned in one score families can trust.
Parents get clear signals on what their children are watching without monitoring every minute. Age-appropriate and family-appropriate are different problems — we score for both.
Platform age gates are coarse. We built Lemu Kids as a lab product where SafeWatch-Bench runs continuously against real content — not demo clips — before any score reaches production.