Model comparison

GPT-4.1 Mini vs Solar Pro 4

Pricing, context window and real answers (September 2026)

GPT-4.1 Mini (OpenAI) and Solar Pro 4 (Upstage), 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-4.1 MiniSolar Pro 4
ProviderOpenAIUpstage
Input (per 1M tokens)¥71.48¥16.08
Output (per 1M tokens)¥285.92¥64.33
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥214¥48
Context window1,047,576 tokens524,288 tokens
Release date4/14/20258/10/2026
Input modalitiesimage, text, filetext
Throughput (p50)
Arena · overall#172 · ELO 1,383#177 · ELO 1,376
Arena · Japanese#135 · ELO 1,330Unranked
Arena · coding#164 · ELO 1,433#144 · ELO 1,449

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

Which should you pick?

  • On price, Solar Pro 4: ¥64.33 per 1M output tokens, 78% less than GPT-4.1 Mini.
  • On the Overall arena board, GPT-4.1 Mini ranks higher (#172; Solar Pro 4 is #177).
  • On the Coding arena board, Solar Pro 4 ranks higher (#144; GPT-4.1 Mini is #164).
  • For long documents, GPT-4.1 Mini: a 1,047,576-token context window against 524,288 for Solar Pro 4.
  • 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-4.1 Mini

Let's count the number of 'r's in the word "strawberry" step by step: 1. Write down the word: s t r a w b e r r y 2. Look at each letter and check if it is 'r': - s → not 'r' - t → not 'r' - r → yes, 1st 'r' - a → not 'r' - w → not 'r' - b → not 'r' - e → not 'r' - r → yes, 2nd 'r' - r → yes, 3rd 'r' - y → not 'r' 3. Total number of 'r's found: 3 **Answer:** There are 3 'r's in the word "strawberry".
2.0s176 output tokens

Solar Pro 4

The word "strawberry" contains **3** 'r's. Here's the step-by-step breakdown: 1. **Spell out the word explicitly** to isolate each letter: `s - t - r - a - w - b - e - r - r - y` 2. **Scan through the letters in order** and count every instance of the lowercase letter `r`: - `s` → 0 - `t` → 0 - `r` → **1** - `a` → 0 - `w` → 0 - `b` → 0 - `e` → 0 - `r` → **2** - `r` → **3** - `y` → 0 3. **Total the count**: The three `r`s appear at positions 3, 8, and 9 in the 10-letter word. **Final count: 3**
11.4s215 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-4.1 Mini

The error **"TypeError: Cannot read properties of undefined (reading 'map')"** means that the `users` prop passed to your `UserList` component is `undefined` at the time the component tries to render, so calling `.map()` on it throws an error. ### What's causing the error? - Your component expects `users` to be an array, but for some reason it is `undefined` when the component renders. - This could happen if: - The parent component that passes the `users` prop did not pass it or passed `undefined`. - The data is being fetched asynchronously and hasn't arrived yet. - The default prop is missing or no default fallback is handled. ### How to fix it? You want to ensure `users` is alway…
8.1s465 output tokens

Solar Pro 4

### What's Causing the Error The error `TypeError: Cannot read properties of undefined (reading 'map')` means that the `users` prop being passed to your `UserList` component is `undefined`. Since you're calling `.map()` directly on it, JavaScript throws an error because `undefined` doesn't have a `map` method. This typically happens when: - The parent component hasn't passed the `users` prop - The prop is still loading (e.g., from an API call) - The prop is conditionally undefined --- ### How to Fix It You have a few options to handle this safely: #### ✅ Option 1: Add a Default Prop Value (Recommended) Provide a fallback empty array so `.map()` always has something to work with: ```j…
24.7s539 output tokens

Code Review

Please review the following Python function and suggest improvements for readability, performance, and best practices: def get_data(url, retries=3): import requests import time for i in range(retries):…

GPT-4.1 Mini

Your function is functional but can be improved for readability, performance, and best practices. Here are some suggestions and an improved version of your function: ### Issues and improvements 1. **Imports**: Import at the top of the file rather than inside the function. 2. **Catch specific exceptions**: Avoid bare `except:` clauses. Catch specific exceptions like `requests.RequestException` or `json.decoder.JSONDecodeError`. 3. **Use list comprehension**: Instead of a loop with `append()`, use list comprehension for clarity and conciseness. 4. **Check boolean conditions directly**: Instead of `item["active"] == True`, just use `item["active"]`. 5. **Avoid sleeping after last retry**: No…
5.6s690 output tokens

Solar Pro 4

Here’s a breakdown of the issues in the original function, followed by a refactored version and a detailed explanation of the improvements. ### 🔍 Key Issues in the Original Code | Area | Problem | |------|---------| | **Import organization** | `import` inside the function is evaluated on every call. Imports should live at the top of the module. | | **Exception handling** | Bare `except:` catches `SystemExit`, `KeyboardInterrupt`, and other fatal errors. Always catch specific exceptions (`requests.RequestException`). | | **Loose equality** | `== True` is redundant and can cause subtle bugs. Use `if item["active"]:` or `.get()`. | | **HTTP status handling** | Calling `.json()` only on `200`…
17.5s1172 output tokens

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Frequently asked questions

Which is cheaper, GPT-4.1 Mini or Solar Pro 4?
Per 1M output tokens, GPT-4.1 Mini is ¥285.92 and Solar Pro 4 is ¥64.33 on FastMetal (yen, before tax), so Solar Pro 4 is cheaper.
How do the context windows of GPT-4.1 Mini and Solar Pro 4 compare?
GPT-4.1 Mini takes 1,047,576 tokens; Solar Pro 4 takes 524,288.
Which ranks higher, GPT-4.1 Mini or Solar Pro 4?
GPT-4.1 Mini ranks higher on the public arena (GPT-4.1 Mini #135, Solar Pro 4 #177). Ranks move as the leaderboard updates.
Can I use GPT-4.1 Mini and Solar Pro 4 with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "gpt-4.1-mini" or "solar-pro4" 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-4.1 Mini and Solar Pro 4 from the browser chat and the API. No monthly fee.

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