AI labs · economics

Frontier labs as businesses.

Revenue, valuation, deployment posture, and risk. Numbers are repo-backed and marked by source type and confidence.

China · listed

Zhipu AI / Knowledge Atlas

Sovereign enterprise and government deployment demand is the monetization wedge. GLM should be analyzed less like a consumer app and more like private-cloud AI infrastructure.

China · private

DeepSeek

DeepSeek is the canonical sparse open-weight economics case: architectural efficiency and open distribution can reset price expectations even when revenue is opaque.

China · private

Moonshot AI

Moonshot is the test of whether a China-native consumer AI app can convert long-context pull into durable subscription or API economics.

China · public_or_public_adjacent

MiniMax

MiniMax is the app-native China lab pattern: global consumer and creative tools can grow fast, but losses show that app distribution does not remove frontier burn.

United States · private

Anthropic

Anthropic is the code-agent and enterprise reliability monetization case, with compute procurement as the visible margin constraint.

United States · private

OpenAI

OpenAI is the consumer distribution and frontier API scale case. ChatGPT is the asset; the model alone is not the moat.