Tag: marketresearch

VPN metering has powered panel behavioural data collection for over a decade, but battery drain, respondent churn, and tightening platform restrictions are mounting. On-device AI offers a fundamentally different approach — processing data on the respondent’s device and sharing only consented inferences. Here’s how the two architectures compare.