Device Intelligence.
Integrate device fingerprinting with ABIS behavioral analysis for comprehensive risk assessment.
Device intelligence provides technical context for behavioral analysis. When ABIS detects unusual behavior, device signals help determine if it's legitimate device change or attack indicator.
Key integration points: device consistency (same device across sessions?), device reputation (known bad device?), device capabilities (matches claimed user-agent?), and cross-device correlation (same user multiple devices?).
Combine signals intelligently: new device + unusual behavior = high risk; known device + unusual behavior = moderate risk (account takeover?); new device + normal behavior = lower risk (legitimate new device).
DEVICE CONSISTENCY
Track device fingerprint across sessions. Flag significant changes that may indicate device spoofing.
SESSION CHECKDEVICE REPUTATION
Check device against known bad device databases. Blocks known fraud devices immediately.
BLOCKLIST CHECKCAPABILITY MISMATCH
Compare claimed vs actual device capabilities. Detects spoofed user agents and emulators.
INTEGRITY CHECKCROSS-DEVICE GRAPH
Link devices to users. Detect account sharing, device fraud rings, or legitimate multi-device.
GRAPH ANALYSIS