Live transactions
Blocked
2.1%
Last 5 min
Challenged
4.7%
OTP / CAPTCHA
Transaction feed
Latency (ms) — last 60s
p5018ms
p9531ms
Decision engine
Showing: —
ALLOW
Risk score
12
Inference
24ms
0255075100
RL agent · checks routing
Device fingerprint
5ms
RUN
Behavioral biometrics
12ms
RUN
Explainability · SHAP values
IP reputation−0.08
Known device−0.34
Typing speed−0.13
Mouse jitter+0.17
Clipboard paste−0.04
API response
{
"action": "ALLOW",
"risk_score": 12,
"latency_ms": 24,
"model": "rn-demo-heuristic-v1",
"checks_run": 2,
"checks_skipped": 0,
"reasons": {
"top_feature": "known_device",
"shap_top": -0.34
}
}
Scoring pipeline
1
RL routingSHADOW2
ONNX inferenceSHADOW3
Decision + SHAPSHADOWTraffic distribution · 5 min
■ Allow
■ Challenge
■ Block