Model comparison

GLM 4.7 vs Qwen3.8 2.4T A95B

Pricing, context window and real answers (August 2026)

GLM 4.7 (Z.ai) and Qwen3.8 2.4T A95B (Qwen), compared as you can actually call them on FastMetal. Both are served from the same OpenAI-compatible endpoint and API key; switching is a change to the model string.

Specs and pricing

z-ai logoGLM 4.7qwen logoQwen3.8 2.4T A95B
ProviderZ.aiQwen
Input (per 1M tokens)¥107.22¥351.83
Output (per 1M tokens)¥393.14¥1,055.5
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥304¥880
Context window202,752 tokens1,048,576 tokens
Release date12/22/20258/12/2026
Input modalitiestexttext
Arena · overall#79 · ELO 1,442Unranked
Arena · JapaneseUnrankedUnranked
Arena · coding#87 · ELO 1,485Unranked

Prices are FastMetal's yen rates before tax. Arena ranks are as of the latest leaderboard scrape.

Which should you pick?

  • On price, GLM 4.7: ¥393.14 per 1M output tokens, 63% less than Qwen3.8 2.4T A95B.
  • For long documents, Qwen3.8 2.4T A95B: a 1,048,576-token context window against 202,752 for GLM 4.7.
  • If in doubt, try both on the same key. Switching is a change to the model string, and each is billed at its own rate.

Real answers to the same prompts

Exactly what the FastMetal gateway returned, side by side. Not benchmark scores: actual output.

Count the number of 'r's in 'strawberry'

Count the number of 'r's in 'strawberry'. Explain your reasoning step by step.

GLM 4.7

There are **3** "r"s in "strawberry". Here is the step-by-step reasoning: 1. **Break down the word into individual letters:** s - t - r - a - w - b - e - r - r - y 2. **Identify the position of each 'r':** * The 3rd letter is **r**. * The 8th letter is **r**. * The 9th letter is **r**. 3. **Count the total occurrences:** 1 + 1 + 1 = 3.
23.3s685 output tokens

Qwen3.8 2.4T A95B

To count the number of **“r”**s in **“strawberry”**, spell it out letter by letter: **s t r a w b e r r y** Now check each letter: 1. s — not r 2. t — not r 3. r — yes, count 1 4. a — not r 5. w — not r 6. b — not r 7. e — not r 8. r — yes, count 2 9. r — yes, count 3 10. y — not r So there are **3** “r”s in **strawberry**.
1.3s203 output tokens

Debug This Error

I'm getting the following error in my Node.js application: TypeError: Cannot read properties of undefined (reading 'map') at UserList (/app/components/UserList.js:12:25) at renderWithHooks (/app/node_modules/rea…

GLM 4.7

### The Cause The error `TypeError: Cannot read properties of undefined (reading 'map')` means that the variable `users` is `undefined` when the component tries to render. In React, this typically happens for one of two reasons: 1. The **Parent Component** is not passing the `users` prop to `UserList`. 2. The **Parent Component** passed the prop, but the data hasn't loaded yet (e.g., an API call is still pending), so the value is initially `undefined`. Since `undefined` does not have a `.map()` method, the application crashes. --- ### How to Fix It There are two main ways to fix this: handling it inside the `UserList` component (defensive coding) or fixing the parent component passing…
42.0s1384 output tokens

Qwen3.8 2.4T A95B

The error happens because `users` is `undefined` when React tries to render this line: ```js {users.map(user => <li key={user.id}>{user.name}</li>)} ``` JavaScript cannot call `.map()` on `undefined`. In your component: ```js function UserList({ users }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` React expects `users` to be an array, but something is rendering `<UserList />` without providing a valid `users` prop. --- ## Common causes ### 1. The parent component is not passing `users` For example: ```js <UserList /> ``` Instead of: ```js <UserList users={users} /> ``` --- ### 2. The data has not loaded yet If `users…
10.9s1318 output tokens

Professional Email

Write a professional email to a client explaining that the project delivery will be delayed by two weeks due to unexpected technical challenges discovered during integration testing. The tone should be apologetic but con…

GLM 4.7

Subject: Important Update: Revised Timeline for [Project Name] Dear [Client Name], I am writing to provide you with an update on the status of [Project Name]. During our final phase of integration testing, our team encountered some unexpected technical challenges that require immediate attention. While the individual components performed well during unit testing, specific complexities arose when connecting [mention specific systems/modules, e.g., the database migration and the API layer]. After a thorough review, we have determined that in order to deliver a stable and secure product, we need to adjust the project timeline by two weeks. I sincerely apologize for this delay. I understand…
57.1s1744 output tokens

Qwen3.8 2.4T A95B

Subject: Updated Project Timeline – Revised Delivery Date Dear [Client Name], I hope this message finds you well. I’m writing to provide an important update regarding the delivery timeline for [Project Name]. During our recent integration testing phase, we identified several unexpected technical challenges that require additional resolution to ensure the final deliverable meets the quality and performance standards we committed to. After carefully reviewing the scope of these items with our technical team, we have determined that the project delivery will need to be extended by two weeks. I sincerely apologize for any inconvenience this may cause. Please be assured that we are taking imm…
4.6s449 output tokens

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Frequently asked questions

Which is cheaper, GLM 4.7 or Qwen3.8 2.4T A95B?
Per 1M output tokens, GLM 4.7 is ¥393.14 and Qwen3.8 2.4T A95B is ¥1,055.5 on FastMetal (yen, before tax), so GLM 4.7 is cheaper.
How do the context windows of GLM 4.7 and Qwen3.8 2.4T A95B compare?
GLM 4.7 takes 202,752 tokens; Qwen3.8 2.4T A95B takes 1,048,576.
Can I use GLM 4.7 and Qwen3.8 2.4T A95B with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "glm-4.7" or "qwen3.8-2.4t-a95b" as the model. Each is billed at its own rate from the same prepaid balance.

Try both on one API key

Create an account and add credit to call GLM 4.7 and Qwen3.8 2.4T A95B from the browser chat and the API. No monthly fee.

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