Sentinel / Platform integrity

Detection for replication behavior content moderation misses.

Sentinel helps platforms detect variants by replication signature rather than content, catching coordinated and emergent behavior earlier.

When this matters

Use Sentinel for election preparation, emergent variant monitoring, cross-platform events, regulatory pressure, and incidents content moderation cannot explain.

Who this is for

  • You lead trust and safety, integrity, civic integrity, policy, or detection engineering.
  • You need detection of coordinated or emergent phenomena before a content rule can describe them.
  • You need behavior-level signal across communities, formats, platforms, and public surfaces.

What you get

  • Behavioral surveillance of emergent variants across communities and public surfaces.
  • Detection by replication signature instead of content match.
  • Actor and tactic context for coordinated or semi-coordinated phenomena.
  • Election-cycle and crisis-period surge support when risk windows intensify.
  • Outputs designed to fit existing trust-and-safety workflows.

How it works

Sentinel supports ongoing integrity monitoring, with surge support during election cycles, outbreaks, and incidents.

Why this works

Content systems see objects. Sentinel sees replication behavior, mutation, and coordinated movement across populations.