Model comparison

Kimi K2.6 vs Qwen3.8 2.4T A95B

Pricing, context window and real answers (August 2026)

Kimi K2.6 (Moonshot) 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

moonshotai logoKimi K2.6qwen logoQwen3.8 2.4T A95B
ProviderMoonshotQwen
Input (per 1M tokens)¥169.77¥351.83
Output (per 1M tokens)¥714.8¥1,055.5
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥527¥880
Context window262,144 tokens1,048,576 tokens
Release date4/20/20268/12/2026
Input modalitiestext, imagetext
Arena · overall#49 · ELO 1,461Unranked
Arena · Japanese#35 · ELO 1,445Unranked
Arena · coding#34 · ELO 1,514Unranked

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

Which should you pick?

  • On price, Kimi K2.6: ¥714.8 per 1M output tokens, 32% less than Qwen3.8 2.4T A95B.
  • For long documents, Qwen3.8 2.4T A95B: a 1,048,576-token context window against 262,144 for Kimi K2.6.
  • 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.

Kimi K2.6

Here is the step-by-step count: **Step 1:** Write out the word and number each letter. 1. s 2. t 3. **r** ← 1st 'r' 4. a 5. w 6. b 7. e 8. **r** ← 2nd 'r' 9. **r** ← 3rd 'r' 10. y **Step 2:** Identify the positions containing the letter 'r'. - The 3rd letter is **r** - The 8th letter is **r** - The 9th letter is **r** **Step 3:** Tally the total. There are **3** letter 'r's in "strawberry".
4.5s352 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…

Kimi K2.6

The error occurs because `users` is `undefined` when your component renders. The `.map()` method only works on arrays, so calling it on `undefined` throws this error. This usually happens when: - The parent component hasn't finished fetching data yet - The `users` prop isn't being passed at all - The prop is misspelled in the parent component ## Quick Fix Set a **default value** for the `users` prop: ```jsx function UserList({ users = [] }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` ## Alternative Fixes **Optional chaining** (renders nothing if undefined): ```jsx {users?.map(user => <li key={user.id}>{user.name}</li>)} ```…
71.8s864 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…

Kimi K2.6

Subject: [Project Name] – Updated Delivery Schedule & Resolution Plan Dear [Client Name], I hope this message finds you well. I am writing to inform you of an adjustment to the delivery timeline for **[Project Name]**. During our integration testing phase, we identified unexpected technical challenges that require additional development and validation time to resolve properly. After a thorough assessment, we have determined that the most responsible path forward is to extend our delivery schedule by **two weeks**, moving the final delivery date from **[Original Date]** to **[Revised Date]**. Please accept my sincere apologies for this delay. We fully understand that any change to the tim…
89.6s2381 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, Kimi K2.6 or Qwen3.8 2.4T A95B?
Per 1M output tokens, Kimi K2.6 is ¥714.8 and Qwen3.8 2.4T A95B is ¥1,055.5 on FastMetal (yen, before tax), so Kimi K2.6 is cheaper.
How do the context windows of Kimi K2.6 and Qwen3.8 2.4T A95B compare?
Kimi K2.6 takes 262,144 tokens; Qwen3.8 2.4T A95B takes 1,048,576.
Can I use Kimi K2.6 and Qwen3.8 2.4T A95B with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "kimi-k2.6" 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 Kimi K2.6 and Qwen3.8 2.4T A95B from the browser chat and the API. No monthly fee.

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