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Vision Insight is a cross-server threat intelligence system built into Hashbot Vision. When a scammer is banned on any participating server, their ID enters a shared threat pool. When that user joins your server, Vision Insight alerts your moderators or automatically bans them — before they can cause damage.

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How it works

1

A ban happens anywhere in the network

When a user is banned on any server running Vision — whether by a moderator, a moderation bot, or Vision’s own detection — the ban is reported to the Vision Insight pool with contextual metadata.
2

The pool assigns a confidence score

Each reported user accumulates a threat score based on the number of independent reports, the source reliability, the ban reasons, and other signals. Higher scores indicate stronger evidence of malicious behavior.
3

The user joins your server

When a flagged user joins a server with Vision Insight enabled, the system checks them against the pool and takes action based on your configured protection mode.

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Protection modes

Protect mode is recommended for most servers. It auto-bans only high-confidence threats and alerts you for everything else, giving you full control over borderline cases.

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Confidence scoring

Every flagged user in the pool has a confidence score from 0 to 100, reflecting how likely they are to be a genuine threat. The score is calculated from multiple signals:
  • Number of independent reports — more servers banning the same user increases confidence
  • Source reliability — bans from verified high-signal servers carry more weight
  • Detection context — bans triggered by automated scam detection score higher than unexplained bans
  • Bot intelligence — bans performed by recognized moderation bots contribute signal
Exact scoring weights and thresholds are intentionally not published to prevent gaming. You can tune the minimum confidence and auto-ban threshold to match your server’s risk tolerance.

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Cross-bot intelligence

Vision Insight doesn’t only capture bans from Hashbot. When any moderation bot bans a user on a participating server, Vision Insight detects the ban event and adds it to the pool. This means the network benefits from the enforcement actions of your entire moderation stack.

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Anti-poisoning safeguards

The Vision Insight pool includes multiple layers of protection against poisoning attacks — where a bad actor might try to mass-report legitimate users to trigger false bans. These safeguards ensure the integrity of the threat pool even at scale.
If you believe a user has been incorrectly flagged, use /vision-insight-check to view their threat report details.

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Commands

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Pool statistics

The Vision Insight pool is actively maintained and growing:
  • 234,000+ threat IDs tracked — and growing
  • Contributed by servers running Vision across the network
  • Continuous ingestion from bans across the network
Use /vision-insight-stats to see live pool statistics and your server’s contribution to the network.

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Configuration via Dashboard

All Vision Insight settings are available on the Vision Dashboard under the Vision Insight tab, including protection mode, confidence thresholds, and log channel selection.