Model comparison

gpt-oss-120b vs Qwen3.8 2.4T A95B

Pricing, context window and real answers (August 2026)

gpt-oss-120b (OpenAI) 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

openai logogpt-oss-120bqwen logoQwen3.8 2.4T A95B
ProviderOpenAIQwen
Input (per 1M tokens)¥16¥351.83
Output (per 1M tokens)¥79¥1,055.5
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥56¥880
Context window131,072 tokens1,048,576 tokens
Release date8/5/20258/12/2026
Input modalitiestexttext
Arena · overall#196 · ELO 1,352Unranked
Arena · Japanese#133 · ELO 1,328Unranked
Arena · coding#203 · ELO 1,391Unranked

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

Which should you pick?

  • On price, gpt-oss-120b: ¥79 per 1M output tokens, 93% less than Qwen3.8 2.4T A95B.
  • For long documents, Qwen3.8 2.4T A95B: a 1,048,576-token context window against 131,072 for gpt-oss-120b.
  • 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.

gpt-oss-120b

**Step‑by‑step count of the letter “r” in the word “strawberry”** 1. Write out the word with each letter in order, labeling its position: | Position | Letter | |----------|--------| | 1 | s | | 2 | t | | 3 | **r** | | 4 | a | | 5 | w | | 6 | b | | 7 | e | | 8 | **r** | | 9 | **r** | |10 | y | 2. Scan the list and mark every occurrence of the letter **r**. - Position 3 → r (first occurrence) - Position 8 → r (second occurrence) - Position 9 → r (third occurrence) 3. Count the marked entries: there are **3** marked positions. **Result:** The word “strawberry” contains **3** occurrences of the letter **r**…
1.7s332 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…

gpt-oss-120b

### Why the `map` can’t be called `Array.prototype.map` is a method that exists only on **arrays** (or array‑like objects). When you see ``` TypeError: Cannot read properties of undefined (reading 'map') at UserList (...) ``` it means that the variable you think is an array – `users` in this case – is actually **`undefined`** (or `null`). React is trying to evaluate this line: ```jsx {users.map(user => <li key={user.id}>{user.name}</li>)} ``` and it crashes because you can’t read `.map` from `undefined`. --- ## Common reasons `users` ends up undefined | Reason | Typical scenario | How it shows up | |--------|------------------|-----------------| | **Prop not passed** | `<Use…
7.3s1610 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…

gpt-oss-120b

**Subject:** Updated Delivery Timeline for [Project Name] – Revised Schedule & Mitigation Plan Dear **[Client Name]**, I hope you are well. I am writing to inform you of a change to the delivery schedule for **[Project Name]**. During the recent integration testing phase our team uncovered an unexpected technical challenge in the **[specific component/module, e.g., “payment‑gateway API integration”]** that requires additional development and validation work. ### Why the Delay - **Root cause:** A compatibility issue between the new **[third‑party service]** and our existing data‑mapping layer, which was not evident in the unit‑testing environment. - **Impact:** Resolving the issue…
3.5s771 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, gpt-oss-120b or Qwen3.8 2.4T A95B?
Per 1M output tokens, gpt-oss-120b is ¥79 and Qwen3.8 2.4T A95B is ¥1,055.5 on FastMetal (yen, before tax), so gpt-oss-120b is cheaper.
How do the context windows of gpt-oss-120b and Qwen3.8 2.4T A95B compare?
gpt-oss-120b takes 131,072 tokens; Qwen3.8 2.4T A95B takes 1,048,576.
Can I use gpt-oss-120b and Qwen3.8 2.4T A95B with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "gpt-oss-120b" 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 gpt-oss-120b and Qwen3.8 2.4T A95B from the browser chat and the API. No monthly fee.

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