Budget Lover's automatic subscription recognition does not directly parse amounts; instead it extracts merchant or service names from notification text within the authorized scope, uses an on-device name-to-category mapping table to determine the type (e.g., Netflix/Disney+ as streaming), and only category-aggregated information is sent to the model, with specific brand names never leaving the phone.