Detection approach
The user agent claims this is an iPhone interacting with your site. However, the device's gyroscope and accelerometer registered absolute zero micro-movements during a 10-second session. Real humans hold their phones, resulting in natural jitter. This phone is sitting completely flat on a massive charging rack in a click farm.
How this helps detect bots
Collect this signal alongside session context, request metadata, and other independent indicators. A single anomaly is a lead, not a verdict; corroborating anomalies make automated traffic more likely.
Legitimate traffic to consider
Mobile users placing their phones completely flat on a desk, charger, or stand.
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