Model comparison

GPT-6 Sol vs Qwen3.8 Max

Pricing, context window and real answers (September 2026)

GPT-6 Sol (OpenAI) and Qwen3.8 Max (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-6 Solqwen logoQwen3.8 Max
ProviderOpenAIQwen
Input (per 1M tokens)¥357.4¥357.4
Output (per 1M tokens)¥1,787¥1,072.2
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥1,251¥894
Context window1,050,000 tokens1,000,000 tokens
Release date9/22/20268/3/2026
Input modalitiesfile, image, texttext, image
Throughput (p50)
Arena · overallUnranked#22 · ELO 1,481
Arena · JapaneseUnranked#18 · ELO 1,469
Arena · codingUnranked#24 · ELO 1,522

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

Which should you pick?

  • On price, Qwen3.8 Max: ¥1,072.2 per 1M output tokens, 40% less than GPT-6 Sol.
  • For long documents, GPT-6 Sol: a 1,050,000-token context window against 1,000,000 for Qwen3.8 Max.
  • 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-6 Sol

“Strawberry” is spelled **s-t-r-a-w-b-e-r-r-y**. There’s one **r** near the beginning and two near the end, for a total of **3**.
2.7s76 output tokens

Qwen3.8 Max

The word **strawberry** is spelled: **s t r a w b e r r y** Now count the letter **r**: 1. s 2. t 3. **r** ← first r 4. a 5. w 6. b 7. e 8. **r** ← second r 9. **r** ← third r 10. y There are **3** letters **r** in **strawberry**.
3.5s156 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-6 Sol

`users` is `undefined` when `UserList` renders, so calling `users.map(...)` throws the error. The component needs an array, but its parent may not be passing `users`, or the data may not have loaded yet. You can default it to an empty array: ```jsx function UserList({ users = [] }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` Also check the parent component to make sure it passes an array: ```jsx <UserList users={users} /> ``` If `users` comes from an API, initialize its state as `[]` or show a loading state until the data arrives.
2.2s161 output tokens

Qwen3.8 Max

The error means `users` is `undefined` when `UserList` tries to render: ```js {users.map(user => ...)} ``` JavaScript cannot call `.map()` on `undefined`, so React throws: ```text Cannot read properties of undefined (reading 'map') ``` ## Most likely cause The parent component is rendering `UserList` without passing a valid `users` array, or it is passing `users` before the data has loaded. For example: ```jsx <UserList /> ``` or: ```jsx <UserList users={undefined} /> ``` or: ```jsx const [users, setUsers] = useState(); // undefined initially ``` Then later: ```jsx <UserList users={users} /> ``` On the first render, `users` is still `undefined`. --- ## Fix 1: Give `users` a d…
17.7s1020 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-6 Sol

**Subject: Project Delivery Update and Revised Timeline** Dear [Client Name], I’m writing to let you know that we need to move the project delivery date from [original date] to [revised date], two weeks later than planned. During integration testing, we uncovered unexpected technical challenges that need to be resolved before we can deliver a reliable solution. I’m sorry for the delay and for any disruption it causes to your plans. We have assigned additional engineering support and are working to the following revised timeline: - **Week 1:** Resolve the integration issues and run targeted tests on the affected components. - **Week 2:** Complete full regression testing, address any remai…
4.8s303 output tokens

Qwen3.8 Max

Subject: Revised Project Delivery Timeline – Updated Schedule and Next Steps Dear [Client Name], I hope this message finds you well. I am writing to provide an update on the current status of the project and to inform you that, during our recent integration testing phase, we encountered several unexpected technical challenges that will impact the original delivery timeline. After careful review with the technical team, we now anticipate the revised delivery date will be [insert date – two weeks from original delivery date]. Please accept my sincere apologies for this delay. We understand the importance of this project and the expectations tied to the original schedule. While this situati…
11.9s547 output tokens

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Frequently asked questions

Which is cheaper, GPT-6 Sol or Qwen3.8 Max?
Per 1M output tokens, GPT-6 Sol is ¥1,787 and Qwen3.8 Max is ¥1,072.2 on FastMetal (yen, before tax), so Qwen3.8 Max is cheaper.
How do the context windows of GPT-6 Sol and Qwen3.8 Max compare?
GPT-6 Sol takes 1,050,000 tokens; Qwen3.8 Max takes 1,000,000.
Can I use GPT-6 Sol and Qwen3.8 Max with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "gpt-6-sol" or "qwen3.8-max" 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-6 Sol and Qwen3.8 Max from the browser chat and the API. No monthly fee.

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