Local-first scam trajectory intelligence
Detect manipulation before money, codes, documents, or control are transferred.
EMBERTRACE Guardian analyzes relationship and conversation progression for documented scam patterns and recommends proportionate interventions without accusing anyone of fraud.
Evidence-bound
Every signal links to supplied text or metadata. The engine does not invent evidence.
Privacy-conscious
Raw conversation storage is off by default. Event logs store metadata and signal names only.
Proactive intervention
Risk is translated into a safety action: quiet nudge, pause prompt, verification checklist, trusted-person offer, or critical block.
Built for platforms
Outputs include harm path, risk level, intervention tier, and privacy flags for Trust & Safety teams.