Model comparison

Inkling vs Qwen3.8 2.4T A95B

Pricing, context window and real answers (August 2026)

Inkling (Thinkingmachines) 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

Inklingqwen logoQwen3.8 2.4T A95B
ProviderThinkingmachinesQwen
Input (per 1M tokens)¥178.7¥351.83
Output (per 1M tokens)¥723.74¥1,055.5
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥541¥880
Context window524,288 tokens1,048,576 tokens
Release date7/17/20268/12/2026
Input modalitiestext, image, audiotext
Arena · overall#81 · ELO 1,439Unranked
Arena · Japanese#52 · ELO 1,425Unranked
Arena · coding#80 · ELO 1,489Unranked

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

Which should you pick?

  • On price, Inkling: ¥723.74 per 1M output tokens, 31% less than Qwen3.8 2.4T A95B.
  • For long documents, Qwen3.8 2.4T A95B: a 1,048,576-token context window against 524,288 for Inkling.
  • 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.

Inkling

Let's break down the word **"strawberry"** letter by 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** So the spelling is: s-t-**r**-a-w-b-e-**r**-**r**-y Counting them up: - One 'r' in "str" (the 3rd letter) - Two 'r's in "berry" (the 8th and 9th letters) **Total: 3 'r's** in "strawberry".**
2.4s417 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…

Inkling

The error occurs because `users` is `undefined` when `UserList` renders, so `users.map` fails. This usually happens when: - The parent doesn't pass the prop (`<UserList />` instead of `<UserList users={...} />`) - Data is still loading (e.g., API hasn't returned yet) ## Quick Fix Provide a default empty array so `.map` always has an array to work with: ```jsx function UserList({ users = [] }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` Alternatively, guard against undefined explicitly: ```jsx function UserList({ users }) { if (!users) return null; // or a loading state return ( <ul> {users.map(user => <li key={…
4.9s585 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…

Inkling

Subject: Update on [Project Name] — Revised Delivery Timeline & Resolution Plan Dear [Client Name], I am writing to inform you that the delivery of [Project Name] will be delayed by approximately two weeks, with the revised go-live date now set for **[New Date]** rather than **[Original Date]**. I sincerely apologize for this shift and for any disruption it causes to your internal planning and stakeholder commitments. **What happened** During the final phase of integration testing, our engineering team discovered unexpected technical challenges involving [brief, specific description, e.g., data-mapping conflicts between the new module and your legacy API / unanticipated latency issues in…
11.0s1427 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, Inkling or Qwen3.8 2.4T A95B?
Per 1M output tokens, Inkling is ¥723.74 and Qwen3.8 2.4T A95B is ¥1,055.5 on FastMetal (yen, before tax), so Inkling is cheaper.
How do the context windows of Inkling and Qwen3.8 2.4T A95B compare?
Inkling takes 524,288 tokens; Qwen3.8 2.4T A95B takes 1,048,576.
Can I use Inkling and Qwen3.8 2.4T A95B with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "inkling" 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 Inkling and Qwen3.8 2.4T A95B from the browser chat and the API. No monthly fee.

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