Model comparison

Claude Opus 4.6 vs Qwen3.8 2.4T A95B

Pricing, context window and real answers (August 2026)

Claude Opus 4.6 (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 4.6qwen logoQwen3.8 2.4T A95B
ProviderAnthropicQwen
Input (per 1M tokens)¥850¥351.83
Output (per 1M tokens)¥4,200¥1,055.5
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥2,950¥880
Context window1,000,000 tokens1,048,576 tokens
Release date2/4/20268/12/2026
Input modalitiestext, imagetext
Arena · overall#5 · ELO 1,497Unranked
Arena · Japanese#16 · ELO 1,482Unranked
Arena · coding#5 · ELO 1,546Unranked

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, 75% less than Claude Opus 4.6.
  • For long documents, Qwen3.8 2.4T A95B: a 1,048,576-token context window against 1,000,000 for Claude Opus 4.6.
  • 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 4.6

I need to count the number of 'r's in the word 'strawberry'. Let me go through it letter by letter. **s** - not an r **t** - not an r **r** - this is an r ✓ (count: 1) **a** - not an r **w** - not an r **b** - not an r **e** - not an r **r** - this is an r ✓ (count: 2) **r** - this is an r ✓ (count: 3) **y** - not an r There are **3** r's in 'strawberry'.
3.2s158 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 4.6

# Understanding the Error The error `Cannot read properties of undefined (reading 'map')` means that **`users` is `undefined`** when the component renders. You're trying to call `.map()` on a value that doesn't exist yet. This typically happens when: - The parent component doesn't pass the `users` prop - The data is being fetched asynchronously and hasn't loaded yet - The prop name is misspelled ## Solutions ### 1. Add a Default Parameter Value (Simplest Fix) ```javascript function UserList({ users = [] }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` ### 2. Add a Guard with Optional Chaining ```javascript function UserList({…
10.5s599 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 4.6

Subject: Revised Project Delivery Timeline – [Project Name] Dear [Client Name], I hope this message finds you well. I'm writing to provide you with an important update regarding the delivery timeline for [Project Name]. **Current Situation** During our integration testing phase, our engineering team identified several unexpected technical challenges related to [brief description, e.g., "data migration compatibility and API synchronization between the legacy system and the new platform"]. After a thorough assessment, we have determined that resolving these issues properly will require an additional two weeks beyond our original delivery date. I sincerely apologize for this delay. I under…
12.8s578 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 4.6 or Qwen3.8 2.4T A95B?
Per 1M output tokens, Claude Opus 4.6 is ¥4,200 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 4.6 and Qwen3.8 2.4T A95B compare?
Claude Opus 4.6 takes 1,000,000 tokens; Qwen3.8 2.4T A95B takes 1,048,576.
Can I use Claude Opus 4.6 and Qwen3.8 2.4T A95B with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "anthropic-claude-opus-4-6" 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 4.6 and Qwen3.8 2.4T A95B from the browser chat and the API. No monthly fee.

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