Massive Anonymous Value Insights.
Institutional-grade community analytics for NordLabs. We quantify engagement patterns without identifying the actors.
Architecture
Short-lived signal processing with an operational window measured in minutes. Data is aggregated or purged instantly.
Objective
Identifying peak activity windows and channel utilization volume to optimize community participation.
Integrity
Zero retention of PDI. No usernames, message content, or stable identifiers are ever committed to disk.
Privacy Framework
- Zero PDI Intake: M.A.V.I. ignores usernames, display names, and IDs.
- Non-Text Processing: Message content and attachments are discarded at the gateway.
- Link Event Signals: URLs are stripped; only the occurrence of a link is registered.
- Direct Messages: Strictly outside the scope of M.A.V.I. collection.
Aggregation Logic
- Time Bucket Metrics: Events are converted into anonymous counters (reactions, joins, roles).
- Voice Participation: Patterns are measured as aggregate time signals, never individual sessions.
- K-Threshold Suppression: High-granularity data from low-volume sources is automatically suppressed to prevent singling-out.
- Secure Auth: Access restricted via Discord OAuth to verified NordLabs partners.
PRIVACY INCIDENT PROTOCOL
Identifiable data processing is treated as a critical failure. Report anomalies to mavi@nordlabs.dev.