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Synthetic sample

PATAS Sample Report

This sample shows the shape of a commercial-spam pattern audit. It uses synthetic examples and is not a client case study.

3,000
recent messages
420
suspected spam
6
top clusters
2
safe candidates

Executive summary

  • Commercial spam appears in repeated templates rather than fully unique messages.
  • The strongest synthetic clusters are fake remote jobs, crypto/airdrop scams, casino promos, adult/private-channel promos, and account-security prompts.
  • The safest automation candidates are narrow URL/domain or phrase-plus-intent combinations.
  • Several patterns should stay in review because they overlap with legitimate marketplace or community language.

Top pattern clusters

ClusterCountExample motifBucket
Fake remote job / daily payout842 hours/day, salary paid daily, USDTsafe candidate
Crypto pump / airdrop711000x, presale, listing alertsafe candidate
Casino bonus63free spins, bonus on first depositsafe candidate
Adult/private channel49private channel, free today, external messenger linkreview only
Account/security scare42account suspended, verify identityreview only
Marketplace off-platform contact38contact manager, messenger handle, outside paymentreview only

Candidate rule example

{
  "id": "patas_fake_job_daily_payout_v1",
  "bucket": "safe_candidate_shadow_first",
  "match": {
    "all": [
      { "phrase_any": ["part-time job", "remote work"] },
      { "phrase_any": ["USDT", "daily payout", "contact manager"] }
    ]
  },
  "recommended_action": "shadow_then_review"
}

Do not automate yet

  • Generic words such as bonus, job, crypto, support, verify, or link without context.
  • Adult or relationship language without commercial or off-platform indicators.
  • Marketplace contact language unless the platform policy treats off-platform contact as abuse.
  • Messages where the only signal is a new sender.

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