Seatext library / BotRefund evidence
What is the difference between rule-based and AI-based bot detection?
Rule-based detection relies on fixed thresholds or single signals, which often miss sophisticated bots or generate false positives. AI-based detection, like BotRefund model, evaluates the complete pattern of...
✓ Built for advertisers who need clear, refund-ready traffic evidence.
Rule-based detection relies on fixed thresholds or single signals, which often miss sophisticated bots or generate false positives. AI-based detection, like BotRefund model, evaluates the complete pattern of...
Frequently asked questions
What is the difference between rule-based and AI-based bot detection?
Rule-based detection relies on fixed thresholds or single signals, which often miss sophisticated bots or generate false positives. AI-based detection, like BotRefund model, evaluates the complete pattern of evidence from 106 independent checks. The AI weights all signals together, learning which combinations indicate a bot versus a human. This results in 99% accuracy and fewer mistakes than simple rule-based systems.