Methodology: Ranking Filter Challenge FYP

Where our information comes from

The question lists are first-party content: every prompt was written for this site, not collected from other lists, and the famous internet-canon prompts are deliberately left out. The app's own prompt sets (texts, love languages, arguments, phobias) are the reference for the voice: short fragments that fit over a face on a vertical screen.

How we use AI

AI helps draft prompts and copy. Every list then goes through a safety and originality review recorded in the repository's PROMPT-LISTS-REVIEW.md before it becomes indexable, and a list that fails stays unpublished.

The content standard

Every prompt holds one standard, set by the app's 4+ rating and its teen audience: nothing adult, no drinking or drug references, nothing about self-harm, no bullying or body-shaming, no slurs, no real people, brands or franchises. Dares are safe and doable at home. Dating-adjacent lists stay bold in tone and PG in content.

Corrections

We want to get this right. If you spot an error, tell us and we'll review it against the sources and update the guide.

How a list is built

Each list follows the way the app plays. It opens with what the game is and how a round runs on camera, then the prompts themselves, grouped by the vibe someone is filming for so a funny set, a deep set and a couples set can be picked without sorting. Prompts run three to twelve words, because anything longer wraps or shrinks when it sits over a face on a phone screen. Filming tips close each list.

Two lists deserve a note. "Spicy questions" and "juicy questions" are searched with an adult meaning elsewhere on the web. Here they mean bold opinions and light gossip about your own life, stated up front on each page, because that is the only version that fits a 4+ app.

Lists are re-read when the app's prompt sets change and at least once a year, and the date on each page is the last time that check ran.