App Recommendation Testing Using Simulated User Behavior

The patent creates virtual user accounts that copy and simulate real user behaviors, preferences, and interaction patterns. These virtual users are populated with simulated historical data that mirrors authentic user profiles, enabling automated testing while maintaining behavioral realism. The system generates synthetic user accounts with predetermined preferences and interaction histories that accurately represent diverse user segments.

The patent introduces virtual user accounts as intermediary entities between automated testing systems and recommendation algorithms. These virtual users act as mediators that bridge the gap between machine automation and human-like behavior simulation, allowing automated evaluation while preserving authentic interaction patterns through carefully designed simulated preferences and historical data.

The patent creates disposable virtual user accounts that serve as temporary test subjects. These synthetic user profiles can be generated, used for testing, and discarded without any real-world privacy concerns. The virtual users are designed to be sufficient for testing purposes but not valuable enough to target, eliminating privacy risks while maintaining testing authenticity.

The patent copies essential user characteristics into virtual profiles without using actual user data. By replicating demographic attributes, preferences, and interaction patterns in synthetic form, the system achieves testing accuracy comparable to real data while completely eliminating privacy exposure risks through the use of fictional user identities.

The patent segments the virtual user population into distinct groups based on key characteristics such as demographics, preferences, and behavior patterns. This segmentation allows the system to manage complexity by handling user simulations in manageable segments rather than as a monolithic system, enabling scalable testing across diverse user profiles through modular account creation and management.

The patent performs preliminary population of virtual user accounts with simulated historical data and predetermined preferences before actual testing begins. This advance preparation includes creating realistic interaction histories, setting user profiles, and configuring preferences in advance, which simplifies the testing process by having all simulation parameters ready beforehand rather than generating them during execution.