FAQ

Demo analysis & confidence

How episode notes are written, what the confidence percentage does and does not mean, and why everything here is labelled sample data.

Still curious?

The methodology page covers our neutrality principles and the full category list.

Read the methodology

Demo analysis — sample data only

Every title, episode, timestamp and awareness note in this prototype is fictional sample data created to demonstrate how Parents Preview works. Nothing here is a real-world verified rating, and none of it comes from a studio, streaming service, regulator or ratings board.

· Confidence percentages are illustrative — they do not reflect a completed human review.
· Flags describe what a fictional episode contains; they are not a judgment about whether content is good or bad for your family.
· Always check the title's official rating and your own judgment before deciding what your kids watch.

Read the full FAQ

Demo analysis & confidence

What does “Demo analysis” mean?

What does the confidence percentage measure?

How are the confidence bands defined?

How is a note produced?

What do Clear, Mild, Moderate, and Strong mean?

Why does the same episode look different for each child?

How are identity topics handled?

Is a theme the same as sexual content?

Where do timestamps come from, and how exact are they?

Can I correct a note?

Still curious?

Demo analysis — sample data only