US Patent 11836731 Dynamically-tunable interventions for user transactions

The present disclosure provides techniques to selectively provide user interventions. A transaction is initiated for a user device, and data describing a user of the user device during the transaction is collected. A preferred level of intervention for the transaction is determined based on the collected data. Interventions are selectively provided to the user device during the transaction based on the preferred level of intervention.