chat safety
Wardstone
Detects grooming patterns in game and community chat, and hands each flagged user, with the messages behind the flag, to your moderators. It triages; a person decides.
100%
precision
≈ 60%
recall
≈ 0.9
F0.5
150+
users flagged, all correct
10,000 → 150
authors a message screen alone would flag, vs Wardstone
≈ 1 in 100
messages get a deep check
µs
screening per message
PAN12 official test set. Real-world numbers will be lower.
Qualities
commodity CPUs
One process. No GPU.
never blocks chat
Ingestion never waits on detection.
signed verdicts
HMAC-signed, evidence attached.
bounded retries
Retried at most N times within an N-second window.
no text in logs
Message text is never logged.
HTTP or WebSocket
Batch JSON or a binary stream.