Model comparison

DeepSeek V4 Pro vs Solar Pro 4

Pricing, context window and real answers (August 2026)

DeepSeek V4 Pro (DeepSeek) 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

deepseek logoDeepSeek V4 ProSolar Pro 4
ProviderDeepSeekUpstage
Input (per 1M tokens)¥341.32¥5.28
Output (per 1M tokens)¥684.42¥21.11
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥684¥16
Context window1,048,576 tokens524,288 tokens
Release date4/24/20268/10/2026
Input modalitiestexttext
Arena · overall#54 · ELO 1,458#173 · ELO 1,376
Arena · Japanese#22 · ELO 1,463Unranked
Arena · coding#59 · ELO 1,502#140 · ELO 1,448

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: ¥21.11 per 1M output tokens, 97% less than DeepSeek V4 Pro.
  • On the Overall arena board, DeepSeek V4 Pro ranks higher (#54; Solar Pro 4 is #173).
  • On the Coding arena board, DeepSeek V4 Pro ranks higher (#59; Solar Pro 4 is #140).
  • For long documents, DeepSeek V4 Pro: a 1,048,576-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.

DeepSeek V4 Pro

The word is "strawberry". Let's count the occurrences of the letter 'r' step by step: 1. Write the word: s t r a w b e r r y 2. Examine each character: - s: not an 'r' - t: not an 'r' - r: is an 'r' → count 1 - a: not an 'r' - w: not an 'r' - b: not an 'r' - e: not an 'r' - r: is an 'r' → count 2 - r: is an 'r' → count 3 - y: not an 'r' 3. Total number of 'r's = 3. Therefore, there are **3** 'r's in "strawberry".
7.3s1136 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…

DeepSeek V4 Pro

The error is occurring because `users` is `undefined` when the component renders, and you're trying to call `.map()` on it. This typically happens when the data hasn't been loaded yet or wasn't passed correctly to the component. ## Here are several ways to fix this: ### 1. **Add a default value with empty array (Simplest fix)** ```javascript function UserList({ users = [] }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` ### 2. **Add a conditional check** ```javascript function UserList({ users }) { if (!users) { return <div>No users found</div>; } return ( <ul> {users.map(user => <li key={user.id}>{user.name}<…
6.9s442 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):…

DeepSeek V4 Pro

Here’s a review of your `get_data` function, highlighting issues and suggesting improvements. ## Overall Observations - The function works but has several readability, robustness, and maintainability issues. - Imports are inside the function, bare `except` hides errors, and the filtering logic is not Pythonic. - No type hints or docstring, making it harder to use and understand. ## Specific Improvements ### 1. Move Imports to the Top of the Module **Why:** Imports inside a function are executed every time the function is called, which is slightly slower and violates PEP 8 style guidelines. **Before:** ```python def get_data(url, retries=3): import requests import time # ... `…
40.5s2277 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, DeepSeek V4 Pro or Solar Pro 4?
Per 1M output tokens, DeepSeek V4 Pro is ¥684.42 and Solar Pro 4 is ¥21.11 on FastMetal (yen, before tax), so Solar Pro 4 is cheaper.
How do the context windows of DeepSeek V4 Pro and Solar Pro 4 compare?
DeepSeek V4 Pro takes 1,048,576 tokens; Solar Pro 4 takes 524,288.
Which ranks higher, DeepSeek V4 Pro or Solar Pro 4?
DeepSeek V4 Pro ranks higher on the public arena (DeepSeek V4 Pro #22, Solar Pro 4 #173). Ranks move as the leaderboard updates.
Can I use DeepSeek V4 Pro and Solar Pro 4 with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "deepseek-v4-pro" 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 DeepSeek V4 Pro and Solar Pro 4 from the browser chat and the API. No monthly fee.

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