AI alerts for abnormal behavior of PRO students
Account sharing and covert recording rarely show up in a single action. They show up as a pattern: rewatching one video over and over, logging in from distant locations within a short window, logging in too many times a day.

The system collects learning behavior from PRO learners - and only PRO learners - so the AI can analyze it and determine whether an account is being shared or recorded.
01
Highlights
The system collects all learning behaviors of PRO students for analysis and results - only from PRO students.
AI analyzes collected behavior to determine whether a PRO student is sharing an account & recording lesson screens.
Admin can BAN the account immediately after seeing a red warning from the report dashboard.
The system does not automatically ban students because mistakes are still possible; the admin decides after reviewing the alert.
Abnormal video watch duration: watching one video more than 3 times consecutively.
Login from multiple IPs in different geographical locations within a short time.
Continuous logins many times a day (more than 5 times).
02
How it works
- 01
PRO learner behavior only
The system collects learning behavior from PRO learners for analysis - it does not collect it from free learners.
- 02
AI analyzes the warning signs
Anomalous watch duration (rewatching one video more than 3 times in a row), logins from multiple IPs in different geographies within a short window, and more than 5 logins in a single day.
- 03
The admin makes the call
The system does not auto-ban, because false positives remain possible. The admin reviews the red alert in the report and decides whether to ban the account.
03
Frequently asked questions
Does the system ban accounts automatically?
No. Because false positives are possible, the system only raises alerts - the admin decides after reviewing the report.
Does it collect behavior from every learner?
No. Only from PRO learners.
What counts as anomalous?
Rewatching one video more than 3 times in a row, logging in from different geographies within a short window, and logging in more than 5 times in one day.
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