2026-03-24
Bot ManagementAI-Powered Defense
47% of Traffic Is Not Human
AI-powered bots evade legacy defenses — behavioral ML is the only answer
Traffic composition (sample 24h window)1.2B requests
53% Human
18%
16%
13%
Verified humans
Good bots (crawlers, monitors)
Evasive bots
Malicious bots
Multi-Layer Detection Pipeline
IP Reputation
Known bad IPs, Tor exit nodes, data center ranges, residential proxies
Block
TLS Fingerprint
JA3/JA4 hashes reveal headless browsers, automation frameworks, and bot libraries
Score
Browser Signals
JavaScript challenges detect missing browser APIs, inconsistent canvas fingerprints
Challenge
Behavioral ML
Mouse movement patterns, session depth, click timing, navigation flows
Score
Business Logic
Velocity rules per user, device, ASN — across web, mobile, and API simultaneously
Allow / Block / CAPTCHA
Protected Use Cases
Checkout & inventory scraping
Account takeover (ATO)
Gift card enumeration
Loyalty point abuse
Price scraping & comparison
Fake account creation
Review fraud & manipulation
Impact
95%
bot detection accuracy
<1ms
scoring latency added