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Spam Flag Dashboard

4

discussions evidencing this problem

A semi-automated moderation interface that flags suspicious posts and comments for moderator review using linguistic patterns and community signals, reducing manual detection workload while preserving legitimate discussion.

discussions evidencing this

4

pain statements

4

distinct people

4

communities

What a useful app would help with

It could help you work out:

  • Flagged content queue ranked by confidence
  • Moderation recommendation (remove/approve/review)
  • Explanation of flags triggered

Based on post/comment text, community rules or guidelines, user report patterns.

Where the evidence comes from

A sample of the discussions behind this problem.

  • Why do so many legitimate questions in this community get removed without explanation?

    r/shopify

  • I got frustrated with that, so I made this!

    r/SideProject

  • Reddit use since AI has become mainstream

    r/sysadmin

+ 1 more discussion in the complete analysis, with links to each.

Investigate this idea

Validate a version of this idea

Use this as a starting point. Narrow the audience or workflow, then check whether the evidence supports your version.

🔒 You're reading a preview

Sourced from r/shopify, r/SideProject and r/sysadmin. The complete analysis adds:

  • The verbatim excerpts behind every pain statement
  • The complete source-discussion list, with links to each
  • The full set of capabilities people asked for

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