Model comparison

Gemini 3.7 Flash vs GLM 5.1

Pricing, context window and real answers (August 2026)

Gemini 3.7 Flash (Google) and GLM 5.1 (Z.ai), 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

google logoGemini 3.7 Flashz-ai logoGLM 5.1
ProviderGoogleZ.ai
Input (per 1M tokens)¥134.03¥250.18
Output (per 1M tokens)¥670.13¥786.28
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥469¥643
Context window1,048,576 tokens204,800 tokens
Release date8/13/20264/7/2026
Input modalitiestext, image, video, file, audiotext
Arena · overall#9 · ELO 1,490#41 · ELO 1,466
Arena · JapaneseUnranked#49 · ELO 1,430
Arena · coding#24 · ELO 1,521#36 · ELO 1,514

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

Which should you pick?

  • On price, Gemini 3.7 Flash: ¥670.13 per 1M output tokens, 15% less than GLM 5.1.
  • On the Overall arena board, Gemini 3.7 Flash ranks higher (#9; GLM 5.1 is #41).
  • On the Coding arena board, Gemini 3.7 Flash ranks higher (#24; GLM 5.1 is #36).
  • For long documents, Gemini 3.7 Flash: a 1,048,576-token context window against 204,800 for GLM 5.1.
  • 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.

Gemini 3.7 Flash

There are **3** 'r's in the word "strawberry". ### Step-by-step reasoning: 1. **Break down the word into individual letters:** * 1st letter: **s** * 2nd letter: **t** * 3rd letter: **r** *(1st 'r')* * 4th letter: **a** * 5th letter: **w** * 6th letter: **b** * 7th letter: **e** * 8th letter: **r** *(2nd 'r')* * 9th letter: **r** *(3rd 'r')* * 10th letter: **y** 2. **Identify the positions of 'r':** * The 3rd letter is an **r** (in "st**r**aw"). * The 8th letter is an **r** (in "be**r**ry"). * The 9th letter is an **r** (in "ber**r**y"). 3. **Total count:** 1 + 1 + 1 = **3**.
4.5s530 output tokens

GLM 5.1

There are **3** 'r's in the word "strawberry". Here is the step-by-step reasoning: 1. Let's break down the word "strawberry" letter by letter: s - t - r - a - w - b - e - r - r - y 2. Now, let's check each letter one by one to see if it is an 'r': - **s**: not an 'r' - **t**: not an 'r' - **r**: this is the 1st 'r' - **a**: not an 'r' - **w**: not an 'r' - **b**: not an 'r' - **e**: not an 'r' - **r**: this is the 2nd 'r' - **r**: this is the 3rd 'r' - **y**: not an 'r' 3. Counting them up, there are three 'r's in total (in the 3rd, 8th, and 9th positions).
7.3s565 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…

Gemini 3.7 Flash

### Why This Error Happens This error occurs because the `users` prop is `undefined` when the component renders. Since `map` is an Array method, calling `undefined.map()` causes JavaScript to throw a `TypeError`. This usually happens when: 1. Data is being fetched asynchronously (e.g., via `fetch` or `axios`), and the component renders **before** the data has arrived. 2. The parent component forgot to pass the `users` prop (`<UserList />`). 3. The initial state in the parent component was initialized as `undefined` (e.g., `const [users, setUsers] = useState()`). --- ### How to Fix It Here are the best ways to fix it, depending on your use case: #### Solution 1: Default Parameter (Recom…
9.9s1355 output tokens

GLM 5.1

### What is causing the error? The error `TypeError: Cannot read properties of undefined (reading 'map')` means you are trying to call the `.map()` method on a variable that is `undefined`. In your code, the variable is `users`. When the `UserList` component renders, the `users` prop is `undefined`, so `undefined.map()` throws an error. ### Why is `users` undefined? This usually happens for one of two reasons: 1. **You forgot to pass the prop:** The parent component rendering `<UserList />` is not passing the `users` attribute (e.g., `<UserList />` instead of `<UserList users={myUsers} />`). 2. **Async Data Fetching:** You are fetching the users from an API. On the initial render, befor…
45.0s1680 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):…

Gemini 3.7 Flash

Here is a detailed review of your function, followed by refactored versions. --- ### Key Issues & Areas for Improvement 1. **Imports inside the function (PEP 8):** Imports should be placed at the top of the file, not inside a function, to avoid repeated import overhead and improve readability. 2. **Bare `except:` clause (Anti-pattern):** Catching everything with `except:` intercepts `KeyboardInterrupt`, `SystemExit`, and memory errors, making debugging difficult. Catch specific exceptions like `requests.RequestException` and `ValueError` (for JSON decoding). 3. **Retrying on non-retryable errors:** A status code like `404 Not Found` or `401 Unauthorized` will never succeed on a…
13.2s2117 output tokens

GLM 5.1

Here is a review of your function, broken down by areas for improvement, followed by a refactored version of the code. ### Key Areas for Improvement 1. **Imports Inside the Function:** Placing `import` statements inside a function is generally discouraged in Python. It slows down the function execution every time it is called, and it violates PEP 8 (the Python style guide). Imports should always be at the top of the module. 2. **Bare `except` Clause:** Using a bare `except:` catches *everything*, including `KeyboardInterrupt` and `SystemExit`, which makes it hard to terminate a hanging program. You should catch specific exceptions (like `requests.exceptions.RequestException`). 3. *…
70.3s2854 output tokens

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Frequently asked questions

Which is cheaper, Gemini 3.7 Flash or GLM 5.1?
Per 1M output tokens, Gemini 3.7 Flash is ¥670.13 and GLM 5.1 is ¥786.28 on FastMetal (yen, before tax), so Gemini 3.7 Flash is cheaper.
How do the context windows of Gemini 3.7 Flash and GLM 5.1 compare?
Gemini 3.7 Flash takes 1,048,576 tokens; GLM 5.1 takes 204,800.
Which ranks higher, Gemini 3.7 Flash or GLM 5.1?
Gemini 3.7 Flash ranks higher on the public arena (Gemini 3.7 Flash #9, GLM 5.1 #49). Ranks move as the leaderboard updates.
Can I use Gemini 3.7 Flash and GLM 5.1 with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "gemini-3.7-flash" or "glm-5.1" 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 Gemini 3.7 Flash and GLM 5.1 from the browser chat and the API. No monthly fee.

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