AI-driven recommendation system analyzing user behavior to suggest and enforce carbon-optimized consumption patterns through limitations on app usage, streaming quality, and data transfer rates. The system prioritizes essential services and penalizes activities deemed 'non-essential' based on fluctuating carbon intensity data. Provides alternative, pre-approved task-specific apps as replacements for generic software to ensure targeted utilization.