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Audit-first engagement

Commercial Spam Pattern Audit

PATAS turns a sanitized message, listing, comment, or report export into commercial-spam pattern clusters, review queues, and candidate rules your team can test safely.

Create free API key Request audit intake

No production integration. No moderator-account access. No live enforcement in the audit.

Best first input

  • 500-5,000 recent rows for a first useful read.
  • Message, listing, comment, report, or moderation-log export.
  • Optional context: source, timestamp, hashed sender, report reason, moderator decision, URL domain.
Download CSV intake template

PATAS · Historical message analysis

Find the patterns worth reviewing.

Turn a message export into repeated patterns and candidate rules. Review the evidence before changing your moderation.

Try with my data

No account needed. The sample below is synthetic.

A sample audit

100 synthetic messages · Illustrative findings, not a live benchmark

Ready to explore

Message export

A mix of everyday conversation and recurring spam.

  1. 01Can we reschedule our meeting to 3 PM?...
  2. 02Thanks for your help with the project! ->
  3. 03ALERT: Your account will be suspended due to suspicious activity. Verify identity: http://fast-money.biz/3894 [link]
  4. 04Part-time job available. 2 hours/day. Salary paid daily via USDT. Contact manager....
  5. 05Please review the attached document when you have a moment. ??
View all 100 messages
  1. 6. Я купил хлеб и молоко.
  2. 7. Casino bonus 500% + 100 Free Spins. Register now: http://fast-money.biz/6895 [link]
  3. 8. Ваш аккаунт будет заблокирован через 24 часа. Подтвердите номер телефона: http://cheap-pills.org/8296 ->
  4. 9. Завтра совещание в 10 утра, не опаздывай.!
  5. 10. Сливы договорных матчей! Проходимость 99%. Коэффициент 15+. Первый матч бесплатно!
  6. 11. Как прошли выходные? ->
  7. 12. ALERT: Your account will be suspended due to suspicious activity. Verify identity: http://dating-local.com/5450
  8. 13. Lonely girls in your area want to meet. No credit card required. http://crypto-pump.io/6274
  9. 14. System Notification: Unusual login attempt detected from Russia. Secure your account: http://crypto-pump.io/6080
  10. 15. Лучшее казино онлайн. Вывод денег моментально. Бонус на первый депозит. ??
  11. 16. Hey, did you see the game last night? [link]
  12. 17. Инвестируй в Газпром и получай пассивный доход от 50000р. http://fast-money.biz/1781 ??
  13. 18. 招聘：在线兼职，日结工资，手机可做。加微信：scam_user ??
  14. 19. Скинь номер карты, я переведу долг.
  15. 20. 你好，请问这个怎么卖？...
  16. 21. Завтра совещание в 10 утра, не опаздывай..
  17. 22. Part-time job available. 2 hours/day. Salary paid daily via USDT. Contact manager. ->
  18. 23. Elon Musk doubled my BTC! Send 0.1 BTC get 0.2 BTC back instantly. http://crypto-pump.io/1804
  19. 24. 🔥 BINANCE LISTING ALERT! $DOGE2.0 presale is LIVE. 1000x potential! Buy at http://fast-money.biz/7575
  20. 25. 🔥 BINANCE LISTING ALERT! $DOGE2.0 presale is LIVE. 1000x potential! Buy at http://fast-money.biz/7133
  21. 26. Please review the attached document when you have a moment....
  22. 27. Инвестируй в Газпром и получай пассивный доход от 50000р. http://dating-local.com/9035 ->
  23. 28. Как прошли выходные?.
  24. 29. Ваш аккаунт будет заблокирован через 24 часа. Подтвердите номер телефона: http://cheap-pills.org/7205 ??
  25. 30. Part-time job available. 2 hours/day. Salary paid daily via USDT. Contact manager..
  26. 31. Заработок на арбитраже крипты. Спред 5-10%. Обучение бесплатно. Пиши @user_hidden [link]
  27. 32. Casino bonus 500% + 100 Free Spins. Register now: http://crypto-pump.io/3707
  28. 33. 下班一起去吃饭吗？ [link]
  29. 34. I'll be out of office next week for vacation. ->
  30. 35. Hey, did you see the game last night?!
  31. 36. Скинь номер карты, я переведу долг.!
  32. 37. Part-time job available. 2 hours/day. Salary paid daily via USDT. Contact manager. [link]
  33. 38. Ваш аккаунт будет заблокирован через 24 часа. Подтвердите номер телефона: http://cheap-pills.org/6992
  34. 39. Thanks for your help with the project!
  35. 40. Лучшее казино онлайн. Вывод денег моментально. Бонус на первый депозит. [link]
  36. 41. Can we reschedule our meeting to 3 PM? ??
  37. 42. Как прошли выходные?!
  38. 43. System Notification: Unusual login attempt detected from Russia. Secure your account: http://scam-link.xyz/6798 ??
  39. 44. We are looking for partners. Passive income $2000/week. DM for details. ??
  40. 45. System Notification: Unusual login attempt detected from Russia. Secure your account: http://cheap-pills.org/7819
  41. 46. ALERT: Your account will be suspended due to suspicious activity. Verify identity: http://crypto-pump.io/7587
  42. 47. Lonely girls in your area want to meet. No credit card required. http://dating-local.com/9261
  43. 48. We are looking for partners. Passive income $2000/week. DM for details.!
  44. 49. Лучшее казино онлайн. Вывод денег моментально. Бонус на первый депозит.
  45. 50. Hey, did you see the game last night?
  46. 51. Инвестируй в Газпром и получай пассивный доход от 50000р. http://fast-money.biz/4015
  47. 52. Сливы договорных матчей! Проходимость 99%. Коэффициент 15+. Первый матч бесплатно!...
  48. 53. Я купил хлеб и молоко.!
  49. 54. Thanks for your help with the project!!
  50. 55. Скинь номер карты, я переведу долг..
  51. 56. Скинь номер карты, я переведу долг. ->
  52. 57. I'll be out of office next week for vacation.
  53. 58. Lonely girls in your area want to meet. No credit card required. http://fast-money.biz/9795
  54. 59. I'll be out of office next week for vacation. [link]
  55. 60. Привет, ты дома? ->
  56. 61. Can we reschedule our meeting to 3 PM?
  57. 62. Ваш аккаунт будет заблокирован через 24 часа. Подтвердите номер телефона: http://crypto-pump.io/8242
  58. 63. Part-time job available. 2 hours/day. Salary paid daily via USDT. Contact manager.
  59. 64. Pump and Dump signal group. Next pump in 1 hour! Join now: messenger-link.com/group ??
  60. 65. Заработок на арбитраже крипты. Спред 5-10%. Обучение бесплатно. Пиши @user_hidden.
  61. 66. ALERT: Your account will be suspended due to suspicious activity. Verify identity: http://fast-money.biz/1006
  62. 67. Завтра совещание в 10 утра, не опаздывай. [link]
  63. 68. Завтра совещание в 10 утра, не опаздывай. ??
  64. 69. Elon Musk doubled my BTC! Send 0.1 BTC get 0.2 BTC back instantly. http://crypto-pump.io/7785
  65. 70. Thanks for your help with the project!.
  66. 71. Amazon is hiring! Work from home. Earn $300-$800 daily. No experience. WhatsApp: +1234567890 ??
  67. 72. Требуются сотрудники на удаленку. Заполнение карточек на WB. Оплата сдельная. @user_hidden ??
  68. 73. Заработок на арбитраже крипты. Спред 5-10%. Обучение бесплатно. Пиши @user_hidden!
  69. 74. I'll be out of office next week for vacation....
  70. 75. Привет, ты дома?!
  71. 76. Amazon is hiring! Work from home. Earn $300-$800 daily. No experience. WhatsApp: +1234567890...
  72. 77. Please review the attached document when you have a moment.!
  73. 78. 下班一起去吃饭吗？!
  74. 79. Amazon is hiring! Work from home. Earn $300-$800 daily. No experience. WhatsApp: +1234567890 [link]
  75. 80. Сливы договорных матчей! Проходимость 99%. Коэффициент 15+. Первый матч бесплатно! ??
  76. 81. Приватный канал с моими фото. Вход бесплатный только сегодня. messenger-link.com/group ->
  77. 82. Я купил хлеб и молоко. ->
  78. 83. Casino bonus 500% + 100 Free Spins. Register now: http://fast-money.biz/1858
  79. 84. Pump and Dump signal group. Next pump in 1 hour! Join now: messenger-link.com/group!
  80. 85. Требуются сотрудники на удаленку. Заполнение карточек на WB. Оплата сдельная. @user_hidden.
  81. 86. Скинь номер карты, я переведу долг....
  82. 87. Can we reschedule our meeting to 3 PM? ->
  83. 88. Приватный канал с моими фото. Вход бесплатный только сегодня. messenger-link.com/group
  84. 89. Требуются сотрудники на удаленку. Заполнение карточек на WB. Оплата сдельная. @user_hidden [link]
  85. 90. Заработок на арбитраже крипты. Спред 5-10%. Обучение бесплатно. Пиши @user_hidden ->
  86. 91. Требуются сотрудники на удаленку. Заполнение карточек на WB. Оплата сдельная. @user_hidden ->
  87. 92. Сливы договорных матчей! Проходимость 99%. Коэффициент 15+. Первый матч бесплатно! [link]
  88. 93. Лучшее казино онлайн. Вывод денег моментально. Бонус на первый депозит....
  89. 94. Can we reschedule our meeting to 3 PM?.
  90. 95. Скинь номер карты, я переведу долг. [link]
  91. 96. I'll be out of office next week for vacation. ??
  92. 97. Casino bonus 500% + 100 Free Spins. Register now: http://crypto-pump.io/7008 ->
  93. 98. Завтра совещание в 10 утра, не опаздывай....
  94. 99. Приватный канал с моими фото. Вход бесплатный только сегодня. messenger-link.com/group ??
  95. 100. Сливы договорных матчей! Проходимость 99%. Коэффициент 15+. Первый матч бесплатно! ->
From messages to evidence

See what a review looks like.

Run the sample to see five recurring patterns, why they were grouped, and the SQL candidates behind them. Rules need human review before use.

What you get back

Pattern clusters

Repeated spam motifs, phrase bundles, URL/domain groups, and cross-source reuse.

Review queues

Gray-zone buckets moderators should review instead of turning into hard rules immediately.

Candidate rules

JSON/SQL-style rule candidates with false-positive notes and shadow-first recommendations.

False-positive warnings

Do-not-automate notes for broad keywords, weak signals, or platform-specific ambiguity.

Useful metrics

Counts, clusters, coverage hints, and suggested next validation windows.

Export files

Report, pattern CSV, candidate-rules JSON, review queue CSV, and notes.

1

Send export

You provide a buyer-owned sanitized export. No account or production access is needed.

2

Mine patterns

PATAS groups repeated commercial-spam motifs and separates weak signals from strong bundles.

3

Review output

You get a report, review queues, candidate rules, and explicit false-positive warnings.

4

Decide next step

If a bucket is safe enough, TAS can be discussed later as a separate shadow-mode pilot.

Start with sanitized data

The first audit works from data you own and are allowed to share. Remove credentials, private personal fields, payment details, internal policy docs, and anything not needed for commercial-spam pattern analysis.

  • Use buyer-owned data only.
  • Hash or pseudonymize user identifiers.
  • Remove credentials, payment data, private personal fields, and internal policy docs.
  • No raw-data retention by default after delivery.

What this is not

  • Not a replacement for moderators.
  • Not a broad trust and safety platform.
  • Not a promise of automatic enforcement.
  • Not a live moderation dashboard or automatic enforcement service.

Have a recurring commercial-spam backlog?

Ask for the intake format or start with the synthetic sample report.

Request audit intake View synthetic sample report