Model comparison

Claude Opus 4.8 vs Qwen3.8 2.4T A95B

Pricing, context window and real answers (August 2026)

Claude Opus 4.8 (Anthropic) 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

anthropic logoClaude Opus 4.8qwen logoQwen3.8 2.4T A95B
ProviderAnthropicQwen
Input (per 1M tokens)¥893.5¥351.83
Output (per 1M tokens)¥4,467.5¥1,055.5
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥3,127¥880
Context window1,000,000 tokens1,048,576 tokens
Release date5/27/20268/12/2026
Input modalitiestext, image, filetext
Arena · overall#31 · ELO 1,473Unranked
Arena · Japanese#30 · ELO 1,450Unranked
Arena · coding#16 · ELO 1,527Unranked

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 2.4T A95B: ¥1,055.5 per 1M output tokens, 76% less than Claude Opus 4.8.
  • For long documents, Qwen3.8 2.4T A95B: a 1,048,576-token context window against 1,000,000 for Claude Opus 4.8.
  • 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.

Claude Opus 4.8

# Counting 'r's in "strawberry" ## Step-by-step process: Let me go through each letter one at a time: | Position | Letter | Is it 'r'? | |----------|--------|-----------| | 1 | s | No | | 2 | t | No | | 3 | r | ✓ Yes (1) | | 4 | a | No | | 5 | w | No | | 6 | b | No | | 7 | e | No | | 8 | r | ✓ Yes (2) | | 9 | r | ✓ Yes (3) | | 10 | y | No | ## Answer: There are **3** 'r's in "strawberry". The three 'r's appear at positions 3, 8, and 9 — one after the "st" and two together in the "rry" ending.
4.5s262 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…

Claude Opus 4.8

# What's Causing the Error The error tells you exactly what's happening: ``` TypeError: Cannot read properties of undefined (reading 'map') at UserList (/app/components/UserList.js:12:25) ``` At the moment `UserList` renders, the `users` prop is `undefined`, and you can't call `.map()` on `undefined`. This is extremely common when data is fetched asynchronously—the component renders **before** the data arrives. Common reasons `users` is undefined: - The parent hasn't passed the `users` prop at all - Data is still loading from an API (initial state is `undefined`) - The API response shape differs from what you expect (e.g. `data.users` vs `data`) --- # How to Fix It ## Option 1: De…
11.3s761 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…

Claude Opus 4.8

**Subject: Updated Project Timeline – Revised Delivery Date & Mitigation Plan** Dear [Client Name], I hope this message finds you well. I'm writing to update you on the status of [Project Name]. During our integration testing phase, we identified some unexpected technical challenges that require additional attention to ensure the final deliverable meets the quality standards we've committed to. After a thorough assessment, we've determined that we will need approximately two additional weeks to fully resolve these issues. I want to sincerely apologize for this delay and any inconvenience it may cause to your planning. Please know that this decision reflects our commitment to delivering a…
11.0s703 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, Claude Opus 4.8 or Qwen3.8 2.4T A95B?
Per 1M output tokens, Claude Opus 4.8 is ¥4,467.5 and Qwen3.8 2.4T A95B is ¥1,055.5 on FastMetal (yen, before tax), so Qwen3.8 2.4T A95B is cheaper.
How do the context windows of Claude Opus 4.8 and Qwen3.8 2.4T A95B compare?
Claude Opus 4.8 takes 1,000,000 tokens; Qwen3.8 2.4T A95B takes 1,048,576.
Can I use Claude Opus 4.8 and Qwen3.8 2.4T A95B with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "anthropic-claude-opus-4-8" 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 Claude Opus 4.8 and Qwen3.8 2.4T A95B from the browser chat and the API. No monthly fee.

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