Before revision:  On the basis of the framework, we propose the guideline for building scenario-distilling benchmarks, and present two Internet service AI ones. The preliminary evaluation shows the advantage of scenario-distilling AI benchmarking against using component or micro AI benchmarks alone.
After revision:  On the basis of the framework, we propose the guideline for building scenario-distilling benchmarks, and present two Internet service AI scenario benchmarks as proxies to two real-world application scenarios. We claim scenario, component and micro benchmarks should be considered as three indispensable parts for evaluating. Our evaluation shows the advantage of scenario-distilling AI benchmarking against using component or micro AI benchmarks alone.