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Efficiency Score: Gamified Conformity Tracker
A city-wide social reward system that tracks and scores citizens' adherence to the AV system's efficiency goals. Points are awarded for optimized route choices, ride-sharing, and energy conservation. High scores unlock preferential access and incentives, reinforcing desired behavior, think social credit for AV usage.

Future Scenarios that inspired this product idea

Autonomous vehicles seamlessly integrate with smart city infrastructure, optimizing traffic flow and reducing congestion through predictive route adjustments.
Extrapolated from DeepSeek’s R1 and OpenAI’s Deep Research just redefined AI — RAG, distillation, and custom models will never be the same - VentureBeat

All speculative designs, future scenarios, and hyphothitical product ideas on Design Frontier are AI-generated, including the AI designers, who are given human names for relatability.