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How We Score Link Reputation Across Millions of Messages

Emilis Klybas

Emilis Klybas

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Almost every scam eventually asks a member to click something. That makes the link the single most useful signal we have. But a link is not automatically good or bad, so instead of a simple allow-and-block list, collony.ai gives every link a reputation score.

A link is a signal, not a verdict

Crude blocklists treat every unknown domain the same, which punishes new legitimate projects and misses fresh malicious ones. A reputation score is a spectrum. It lets us act with confidence on the obvious cases and apply extra scrutiny to the uncertain ones.

What goes into a reputation score

  • Domain age and how suddenly it started appearing.

  • Whether the domain has abused other communities before.

  • How many redirects sit between the link and its destination.

  • The hosting and infrastructure behind the domain.

Learning from every community

A domain that just started scamming one server is almost certainly about to scam the next. Because collony.ai sees patterns across many communities, a scam that appears somewhere for the first time is often already known everywhere else within minutes.

Reputation is memory. The network remembers what a single moderator never could.

Real time, on every message

All of this runs the moment a link is posted, not in a nightly batch. Whether it lands in a Discord moderation bot or a Telegram group, the score is ready before your members finish reading the message.

The result is protection that gets smarter every day, without your team writing a single new rule.