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. Update, H1 2026 interim results: that wedge is being abandoned in front of us. Revenue grew 399.7% while consolidated gross margin halved from 50.0% to 26.4%, because the growth came from cloud API at 24.6% margin and the private-deployment business actually shrank 20.5%. R&D ran at roughly 8.5x gross profit. Zhipu is the only listed pure-play frontier-model lab, so this is the one place the model-layer P&L is audited rather than briefed - and what it shows is a lab growing by selling more of a thinner thing, with research spend, not compute, as the line gross profit cannot cover.