Chinasoft International and Moonshot AI will share token revenue from enterprise AI agents built on the Kimi K3 model.
Chinasoft International and Moonshot AI will share token revenue from enterprise AI agents built on the Kimi K3 model.

Chinasoft International Ltd. and Moonshot AI signed a token revenue-sharing agreement to deploy enterprise AI agents, betting the Kimi K3 model's 2.8 trillion parameters can unlock commercial adoption in China's energy and financial sectors.
"Enterprise AI agents represent the last mile in large-model commercialization," Chinasoft said in a statement announcing the partnership.
The partnership combines Chinasoft's Allmeta enterprise operating system with Moonshot's K2.7 Code and K3 models. Kimi K3, released July 16, uses a mixture-of-experts architecture with a 1-million-token context window, matching leading US models on coding benchmarks. The two companies will establish a Forward Deployed Engineer Innovation Laboratory targeting energy and power clients first, then financial services.
Chinasoft shares rose 3 percent on the announcement, reflecting investor optimism about the token revenue model — a novel monetization structure in China's enterprise AI market. Moonshot, valued at $4.3 billion in December, is now targeting a $30 billion valuation as it prepares for a Hong Kong IPO within six months, with annual recurring revenue doubling to about $200 million by April.
The token revenue-sharing structure marks a departure from traditional licensing or subscription models. Under the agreement, Chinasoft and Moonshot will split revenue generated from enterprise AI agents deployed through the Allmeta platform, aligning incentives around actual commercial usage rather than upfront fees. This model could accelerate adoption in industries where AI ROI remains unproven, particularly among state-owned energy enterprises that require customized workflows and regulatory compliance.
Moonshot's Kimi K3 briefly rattled global markets on its July 16 release, triggering a selloff that erased 6 percent from Taiwan's benchmark index and 4 percent from Japan's equities. Hong Kong-listed rival Z.ai lost 30 percent in a single day, while MiniMax Group dropped 16 percent. The episode showed how closely AI model releases now move traditional risk assets, with JPMorgan urging investors to buy the dip in AI chip stocks while Morgan Stanley favored hyperscalers instead.
For Chinasoft, the partnership positions its Allmeta platform as a bridge between frontier AI models and enterprise workflows. The company is targeting energy and power utilities — sectors with complex operational data and regulatory requirements — as initial beachheads. Financial services will follow, with the FDE lab customizing agent workflows for each vertical. The lab will bring together industry experts and technology researchers to define, develop, and iterate on enterprise-grade agent products.
The deal arrives as Chinese AI developers challenge assumptions about global leadership. Moonshot is dismantling its offshore VIE structure to qualify for a Hong Kong listing, following guidance from China's securities regulator. Rival DeepSeek is also weighing an IPO after closing its first external funding round, signaling a wave of Chinese AI companies seeking public market capital.
Chinasoft shares trade with a market capitalization of roughly HK$15 billion, and the Moonshot partnership could open a new revenue stream in enterprise AI services. If the token-sharing model gains traction across energy and financial clients, Chinasoft's valuation multiple could expand as investors price in recurring AI revenue. Moonshot's own valuation trajectory — from $4.3 billion to a potential $30 billion in six months — signals the market's appetite for enterprise AI exposure in China, even as Beijing restricts foreign capital flows into the sector.
This article is for informational purposes only and does not constitute investment advice.