> ## Documentation Index
> Fetch the complete documentation index at: https://docs.moderationapi.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Unflagged sampling

> Find what your policies are missing, not what they caught

## The problem

Everything you review is content your policies already flagged. That tells you about
false positives — things caught that shouldn't have been — and nothing at all about
false negatives, the abuse that sailed through unflagged. Those are invisible by
definition: no flag, no queue, no complaint until a user makes one.

## The view

* Filter **Flag status → Not flagged**.
* Set **Ordering → Random**.

Random ordering is what makes this a sample rather than a reading of your newest
traffic, which skews by time of day and by whatever campaign is running.

## Working it

This view never empties, and it isn't supposed to. Treat it as a standing habit:
someone reviews twenty items a week and corrects anything that should have been caught.

Those corrections are the point. They feed
[adaptive optimization](/custom-models/adaptive-model-optimization), which is how the
gap you just found stops being a gap.

<Tip>
  Narrow it to one channel or content type if you have a specific suspicion — sampling
  everything at once takes a lot of items before it says anything.
</Tip>
