How is Lemu Kids different from YouTube Kids?

A catalogue wants more watching; a plan wants the week finished. Lemu Kids gives children a theme with the videos for it, and the family approves what enters the plan. There is no algorithmic feed to fall into.

How are the videos chosen?

Transcript, sampled frames and context are scored together before a video is offered to a plan — not metadata or title tags alone. Parents see why something was flagged or passed, and the family decides what stays.

Is this a parental control or screen-time app?

No. Lemu Kids is a learning plan, not a monitoring tool. The mechanism is parent approval of what enters the week, not policing minutes.

Lemu Kids

A weekly learning plan for children, organised by theme with the videos included — the family approves what enters it, and there is no algorithmic feed.

Product
Weekly learning plan
Status
Live
Eval
SafeWatch-Bench
Domain
kids.lemu-lab.com

Overview

Lemu Kids is a family product from Lemu Lab. A child gets a plan for the week: a theme, the videos for it, and a clear end. Behind the plan, multimodal scoring — transcript, sampled frames and context — decides what is offered, and the family approves what stays.

Parents do not need another dashboard that watches minutes. They need a week their child can finish, with content they agreed to, instead of a feed that never ends.

The problem

Platform catalogues are built to keep watching, and age ratings are blunt: a video can be technically "for kids" while clashing with a family's values around language, themes or tone. A feed has no week, no theme and no moment where a family decides anything.

Single-signal filters — transcript-only or thumbnail-only — miss context. A harmless frame can accompany risky dialogue; a scary visual can appear in an otherwise educational clip.

What Lemu Kids does

Lemu Kids turns viewing into a plan: videos grouped by theme, scored before they are offered, and cleared by the family before they join the week.

Weekly plan by theme — videos included, with the week having an end instead of running on.
Parent approval — the family approves what enters the plan; nothing is added behind their back.
Multimodal scoring — transcript, sampled frames and context analysed together before a video is offered.
Family value profiles — age-appropriate and family-appropriate treated as distinct axes.
Explainable signals — parents see what triggered a flag or a pass, and why.

Built on SafeWatch-Bench

Child safety cannot ship on vibes. SafeWatch-Bench measures cross-modal agreement, false negatives on subtle risks, and alignment drift when family profiles change. Every content score in Lemu Kids is regression-tested there before release.

The eval is documented on the lab domain; the live product runs at kids.lemu-lab.com.

Who it's for

Families who would rather approve a week of videos than count minutes — parents who want their children to watch with intention and to be able to explain why something is in the plan. Child-development professionals evaluating content pipelines may also find the measurement approach relevant.

FAQ

How is this different from YouTube Kids?: A catalogue wants more watching; a plan wants the week finished. Lemu Kids gives a theme with the videos for it, and the family approves what enters the plan. There is no algorithmic feed to fall into.
How are the videos chosen?: Transcript, sampled frames and context are scored together before a video is offered — not metadata or title tags alone. Parents see why something was flagged or passed, and decide what stays.
Is this a screen-time monitor?: No. It is a learning plan with parent approval, not a monitoring tool. What is measured is the content entering the week, not the minutes on the device.
Is the safety eval public?: Yes. Read SafeWatch-Bench on lemu-lab.com for how we measure before we ship.

Visit Lemu Kids