My impression is that individual subscriptions are the loss leading hook. The money is made on Enterprise token contracts.

Employees and students used to coding with thousands of dollars worth of tokens (on a 20/100 dollar plan) will push enterprise to spend.

Having a Chinese model that is competitive won't displace this enterprise spend. But an open model hosted in the US/EU might.

The existence of GLM 5.2 puts a ceiling on how much OpenAI/Anthropic can charge for API Access.

Taking a view from outside the USA, European companies just had Fable taken away due to US export controls, and before that Anthropic announced it is holding their data for 30 days. There is immediate value to these firms to build their infrastructure around an AI that won’t be pulled away from them. And outside of Europe, other countries are more price sensitive and don’t have the same fear of building relationships with Chinese companies.

This is an important point. I suspect API pricing will eventually disappear just like how paying for an MMS disappeared. It's an antiquated model. The bulk of the work is being done on "coding plans" is my wild guess.

It's annoying that the plans are so restrictive beyond usage limits. Understandable maybe, but annoying. In practice, only Anthropic (and maybe Google) are really restrictive though. They really scared me away with their policy of charging API rates after the fact if they consider your usage not TOS-aligned. This might be an ungrounded fear that I have, but I feel this is something they'd do so they scared me away.

> But the only people that use API billing for their coding work are large corporations

As well as people using 3rd party harnesses like OpenCode.

> At the same time, none of these companies will use a Chinese API for their employees

So who are Amazon Bedrock (who serve GLM) targetting?

Individuals are presumably going with one of the cheaper US providers such as DeepInfra ($0.18/M cached input for GLM vs $0.50 for Opus) or Fireworks AI.

The value of these models is that you can run them on your own hardware.

A company can buy a NVIDIA B300 and serve it's developers in house with unlimited tokens.

> At the same time, none of these companies will use a Chinese API for their employees.

nice try but you intentionally ignored the entire Chinese market & Chinese big corporates. there are 130 Chinese companies in the fortune 500 list, with an average revenue of 80 billion USD each. do you think they are going to sign up for Claude, Codex or GLM? now consider South East Asia, Africa, Middle East, Middle Asia and South America, tell me why their large corporates won't be using GLM API billings?

your western centric view of the world is totally out of date, like it or not, 2026 is vastly different from 1996, the US no longer controls high tech whatsoever.

Also, I was testing out the GLM 5.2 using Openrouter because that's where I've got an account with some money and then when I wanted to perhaps subscribe for a better deal at z.ai, their infra was clearly overloaded to the point the 5.2 was timing out on 100% of chat requests, so perhaps I will try later when the infrastructure catches up with the model capability. Only then I can make sure their subscription is worth it.

I'm on glm pro subscription and I get so so so much more usage than Claude or Codex! I hammer on glm all day. It's a more expensive plan, but I would need a much much much bigger plan for codex or Claude to do what I do.