How Content Ranking Works

Last updated: March 20, 2026

1. Overview

zoneout uses several ranking algorithms to organize content across the platform. These algorithms are designed to surface engaging and relevant posts while giving you full control over how you browse.

None of our algorithms use personal data for personalization. Your feed is never tailored based on your identity, demographics, or browsing history. All feeds can be switched to a purely chronological ("New") view at any time.

2. Hot Score

The Hot score measures recent engagement on a post. It is the default sort order on most feeds and is calculated per space.

In plain terms, the formula combines upvotes, comments (weighted 2x), and Aura (weighted 3x) into a single engagement number. That engagement is then divided by the time since the post was created — newer content with more engagement ranks higher, while older posts naturally decay in the ranking over time.

Pinned posts in a space always appear above Hot-scored posts regardless of their score.

4. Top Score

The Top sort simply ranks posts by their total vote count within a selected time period. You can choose from: today, this week, this month, or all time.

No weighting, decay, or engagement factors are applied — this is a straightforward count of net upvotes in the chosen window.

5. New (Chronological)

The New sort displays posts in pure reverse-chronological order — the most recently created post appears first. No algorithmic ranking is applied.

This view is not personalized in any way. Every user who selects the New sort in the same space or feed will see the exact same order of posts.

8. AI Tool Ranking

AI tools submitted by the community are ranked using a composite score that combines the following factors:

  • Upvotes: the number of upvotes the tool has received from users.
  • Usage count: how often the tool has been used, weighted at half the value of an upvote.
  • Newness bonus: tools less than 14 days old receive a temporary boost to help new submissions gain visibility.
  • Featured status: administrators can mark a tool as featured, which gives it additional prominence in the ranking.

Tool scores are refreshed every 15 minutes.

9. Your Control

You can switch between Hot, New, and Top sort options at any time on any feed or space page. The sort preference is applied immediately.

The "New" sort provides a completely non-personalized, chronological feed with no algorithmic influence. If you prefer to see content exactly as it was posted, without any ranking or scoring, New is always available.