Modern bots can spoof IPs and change user-agents, but they can’t fully mimic human behavior. That’s why behavioral pattern analysis is one of the most effective ways to detect fraud.
Behavioral signs of a bot:
- session duration < 3 seconds;
- no scrolling, clicks, or navigation;
- repeated visits following the same route;
- zero page depth (only one page);
- evenly distributed visits across all hours.
How real users differ:
- humans scroll, explore, switch tabs, and interact;
- they return days/weeks later, not every 2 minutes;
- they vary in device, browser, and source.
What to do:
- Use AntiClick to log and analyze session patterns.
- Identify who engages — and who doesn’t.
- Filter sessions with suspicious behavior templates.
- Auto-block untrusted traffic.
