Dou Shen
Analyst · Morgan Stanley. Please ask your question.
Hi, Gary, thanks for your questions. This is Dou. I will answer the first two questions and then let Rong take care of the last one. So we do have seen a gradual recovery of cloud revenues as our R&D team has begun to work on the ongoing projects post reopening. However, the cycle for -- from sales lead to revenue recognition varies from a few months to a few quarters. Now considering that, our AI cloud revenue growth should be backloaded this year, but in meanwhile, we will keep out low-margin businesses for both ACE [ph] and cloud solution projects as we focus on margin improvement for the cloud. This initiative will have an impact on our ad revenue growth going forward, but still we aim to continue outgrowing our Internet peers in 2023. If we look into the long term, the big trend for traditional industries to move business onto cloud and use AI to improve their efficiency remains unchanged. I believe the digital and the intelligent transformation will be the key driver for the GDP growth in the near future. And for sure, we will benefit the most from this transformation because we think Baidu is uniquely positioned. Actually, compared to our -- to others, our AI cloud provides full-stack offerings on four layers, as Robin just mentioned, from cloud infrastructure, to deep learning platform, that's PaddlePaddle, as you know; to large foundation models; and new applications. And all the four layers can work seamlessly together in each offered end-to-end solutions to achieve optimal outcomes for our, even at lower costs, versus other solutions which is built from different providers for the cloud platform and models. In addition, end-to-end solutions can actually upgrade in much shorter time once we have improvement on any of these layers, which will further benefited the plans. So if you were in the sectors of transportation, manufacturing, energy and utilities or other industries so I believe Baidu's cloud service should be the most efficient one because, in addition to the technical advantage I just explained, we already know the industry and we know the pain points. And we have accumulated a solid experience by successfully delivering high-quality products already in the industries. Most importantly, as Robin just mentioned, we plan to integrate Ernie Bot into our cloud and AI products, so this should help many business owners and entrepreneurs build their innovative applications, explore new business or improve their operations. So we believe this will be a significant step for our AI cloud and potentially reshape the whole China's cloud industry. So we will help more business owners and entrepreneurs to leap from digital era to AI era, where AI technologies will play a vital role in productivities in all industries. And with that, I will turn to Rong for your last part.