Alibaba's Qwen strategy ties frontier models directly to a cloud business, testing whether AI can accelerate infrastructure revenue enough to justify heavy capital spending.
DeepSeek has changed the industry's cost assumptions, but lower training and inference costs do not automatically prove bottom-line profitability.
Z.ai is gaining global attention with aggressively priced GLM models, but public evidence still points to a company prioritizing growth and R&D over bottom-line profit.
MiniMax's public financials show explosive revenue growth and improving gross profit, but the company remains deeply loss-making as R&D spending expands.
Moonshot AI's Kimi revenue run rate has surged dramatically, but private-company disclosures still do not establish net profitability.