Architecture · Outside vendors

Human review on demand

Vendor reviewers who handle appeals, uncertain cases and child-abuse hash matches, plus a case-management tool for reasons, appeals and transparency numbers.

As of September 2026 · Peoplarium is a Digi117 venture in development.

  • LayerOutside vendors
  • Runs onAn on-demand review service and a case-management vendor
  • What it costsPaid per item; case management from the mid size up
  • Trust and safety
  • Regulation

Bought, not staffed

The law needs humans for a few duties. Each one can be bought per item from a vendor, so the platform never manages a moderation team.

What it talks to

  • Media pipeline: Takes every uploaded photo through quarantine, a child-abuse hash check and an AI image check before it can be seen, then resizes and publishes it.
  • Moderation pipeline: Classifies messages, photos, voice and reports, applies written rules through an action ladder, sends reasons and routes appeals.

Designed for

  • A human views a hash match before it is reported
  • Reviewers decide appeals; AI does not review its own decisions

Where it appears in a request

  • A photo upload: Only for hash matches and uncertain cases: an on-demand vendor reviewer views it. Confirmed child-abuse material is reported to the authorities.
  • A report against a member: If they appeal, an on-demand vendor reviewer decides. The platform keeps no moderation staff.

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