Model comparison

GLM 4.7 vs Solar Mini 4

Pricing, context window and real answers (September 2026)

GLM 4.7 (Z.ai) and Solar Mini 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

z-ai logoGLM 4.7Solar Mini 4
ProviderZ.aiUpstage
Input (per 1M tokens)¥107.22¥8.94
Output (per 1M tokens)¥393.14¥35.74
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥304¥27
Context window202,752 tokens524,288 tokens
Release date12/22/20259/23/2026
Input modalitiestexttext
Throughput (p50)——
Arena · overall#83 · ELO 1,442Unranked
Arena · JapaneseUnrankedUnranked
Arena · coding#91 · ELO 1,485Unranked

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

Which should you pick?

  • On price, Solar Mini 4: ¥35.74 per 1M output tokens, 91% less than GLM 4.7.
  • For long documents, Solar Mini 4: a 524,288-token context window against 202,752 for GLM 4.7.
  • 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.

GLM 4.7

There are **3** "r"s in "strawberry". Here is the step-by-step reasoning: 1. **Break down the word into individual letters:** s - t - r - a - w - b - e - r - r - y 2. **Identify the position of each 'r':** * The 3rd letter is **r**. * The 8th letter is **r**. * The 9th letter is **r**. 3. **Count the total occurrences:** 1 + 1 + 1 = 3.
23.3s685 output tokens

Solar Mini 4

Sure! Let’s count the letter **'r'** in the word **'strawberry'** step by step. **Step 1: Write out the word and its letters** `s t r a w b e r r y` **Step 2: Go through each letter one by one and check if it is 'r'** 1. `s` → not 'r' 2. `t` → not 'r' 3. `r` → **yes** (1st 'r') 4. `a` → not 'r' 5. `w` → not 'r' 6. `b` → not 'r' 7. `e` → not 'r' 8. `r` → **yes** (2nd 'r') 9. `r` → **yes** (3rd 'r') 10. `y` → not 'r' **Step 3: Tally the total** Total 'r' count = 3 **Final answer:** There are **3** letter 'r's in the word **'strawberry'**.
2.5s239 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…

GLM 4.7

### The Cause The error `TypeError: Cannot read properties of undefined (reading 'map')` means that the variable `users` is `undefined` when the component tries to render. In React, this typically happens for one of two reasons: 1. The **Parent Component** is not passing the `users` prop to `UserList`. 2. The **Parent Component** passed the prop, but the data hasn't loaded yet (e.g., an API call is still pending), so the value is initially `undefined`. Since `undefined` does not have a `.map()` method, the application crashes. --- ### How to Fix It There are two main ways to fix this: handling it inside the `UserList` component (defensive coding) or fixing the parent component passing…
42.0s1384 output tokens

Solar Mini 4

This error occurs because the `users` prop being passed to your `UserList` component is `undefined` (or the component is rendered without that prop), and your code tries to call `.map()` on it. ### 🔍 Why this happens In JavaScript, `undefined.map` is not a function, so calling it throws: ``` TypeError: Cannot read properties of undefined (reading 'map') ``` This commonly happens when: - The parent component doesn't pass the `users` prop at all - The parent passes `users` as `undefined`, `null`, or a non-array value (like a promise, object, or string) - Data hasn't finished loading yet (e.g., fetched from an API asynchronously) ### ✅ How to fix it The most robust solution is to provide a…
9.2s701 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):…

GLM 4.7

Here is a review of your function with suggestions for improving readability, performance, and best practices, followed by a refactored version of the code. ### Code Review 1. **Import Placement:** You import `requests` and `time` inside the function. Imports should generally be placed at the top of the file so they are loaded once when the module starts, rather than every time the function is called. 2. **Bare `except:`:** You used `except:` without specifying an exception type. This is dangerous because it catches *everything*, including `KeyboardInterrupt` (Ctrl+C) and `SystemExit`, preventing your program from terminating when needed. You should specifically catch `requests.exception…
24.5s2951 output tokens

Solar Mini 4

Here’s a reviewed version of your function, followed by a breakdown of the improvements: ```python import time import requests from requests.adapters import HTTPAdapter from urllib3.util.retry import Retry def get_data(url: str, retries: int = 3) -> list[dict]: """ Fetch JSON from a URL and return a list of active items with name/id. Args: url: The endpoint to request. retries: Number of retry attempts on failure. Returns: A list of dicts matching {'name': str, 'id': any} for active items. """ if retries < 1: raise ValueError("retries must be at least 1") session = requests.Session() retry_strategy = Retry( total=re…
10.8s1278 output tokens

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Frequently asked questions

Which is cheaper, GLM 4.7 or Solar Mini 4?
Per 1M output tokens, GLM 4.7 is ¥393.14 and Solar Mini 4 is ¥35.74 on FastMetal (yen, before tax), so Solar Mini 4 is cheaper.
How do the context windows of GLM 4.7 and Solar Mini 4 compare?
GLM 4.7 takes 202,752 tokens; Solar Mini 4 takes 524,288.
Can I use GLM 4.7 and Solar Mini 4 with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "glm-4.7" or "solar-mini4" 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 GLM 4.7 and Solar Mini 4 from the browser chat and the API. No monthly fee.

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