REAL-TIME GLOBAL RESEARCH
China Equity Strategy: Takeaways from JPM AI expert call: From foundation models to industrial-scale adoption
Research evidence excerpt
China Equity Strategy: Takeaways from JPM AI expert call: From foundation models to industrial-scale adoption
y to reflect this into near-term EPS forecasts. (852) 2800-0511
mixo.das@jpmorgan.com
• Divergent AI playbooks: US frontier ambition vs. China’s ROI-led J.P. Morgan Securities (Asia Pacific) Limited/
commercialization. The expert argues that the US and China are running two J.P. Morgan Broking (Hong Kong) Limited
different AI races: the US is focused on frontier breakthroughs and AGI, Head of China Research
supported by deeper capital, top talent and abundant compute, while China is Alex Yao
operating under tighter resource constraints and therefore it prioritizes cost- (86 21) 6106 6505
efficient model iteration, vertical use cases and near-term enterprise ROI. This alex.yao@jpmorgan.com
difference shows up in commercialization and pricing: Chinese labs use open SAC Registration Number: S1730523020001
weights to build developer ecosystems, but monetize through paid APIs, fine- J.P. Morgan Securities (China) Company
tuning, private deployment and managed services, often at materially lower cost Limited
than US offerings. The expert also suggests that China’s cost advantage is
supported by lower-cost data procurement and mature model distillation
practices, helping domestic models compete effectively for high-volume
enterprise workloads. As a result, China’s AI ecosystem appears more optimized
for broad real-economy deployment. For investors, we believe the investment
implication is that China’s edge may lie less in matching the US on every
frontier benchmark and more in scalable, cost-effective adoption.
• Monetization shift: From consumer traffic to enterprise revenue. The expert
highlighted a clear shift in China AI monetization from consumer products to
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