Model comparison

Claude Fable 5 vs GLM 5.3 FlashX

Pricing, context window and real answers (September 2026)

Claude Fable 5 (Anthropic) and GLM 5.3 FlashX (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

anthropic logoClaude Fable 5z-ai logoGLM 5.3 FlashX
ProviderAnthropicZ.ai
Input (per 1M tokens)¥1,787¥66.12
Output (per 1M tokens)¥8,935¥223.38
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥6,255¥178
Context window1,000,000 tokens1,048,576 tokens
Release date6/9/20269/18/2026
Input modalitiestext, image, filetext, image, video
Throughput (p50)
Arena · overall#1 · ELO 1,506Unranked
Arena · Japanese#1 · ELO 1,523Unranked
Arena · coding#1 · ELO 1,552Unranked

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

Which should you pick?

  • On price, GLM 5.3 FlashX: ¥223.38 per 1M output tokens, 97% less than Claude Fable 5.
  • For long documents, GLM 5.3 FlashX: a 1,048,576-token context window against 1,000,000 for Claude Fable 5.
  • 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.

Claude Fable 5

# Counting 'r's in "strawberry" Let me spell out the word letter by letter and check each one: | Position | Letter | Is it 'r'? | |----------|--------|------------| | 1 | s | No | | 2 | t | No | | 3 | **r** | ✅ Yes (1st) | | 4 | a | No | | 5 | w | No | | 6 | b | No | | 7 | e | No | | 8 | **r** | ✅ Yes (2nd) | | 9 | **r** | ✅ Yes (3rd) | | 10 | y | No | ## Reasoning breakdown: - The word "strawberry" can be split into two parts: **straw** + **berry** - "straw" contains one 'r': st**r**aw - "berry" contains two 'r's: be**rr**y (a double-r) ## Answer: **3** There are **three 'r's** in "strawberry."
39.6s354 output tokens

GLM 5.3 FlashX

# Counting 'r's in "strawberry" **Step 1: Write out each letter with its position** | Position | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |----------|---|---|---|---|---|---|---|---|---|----| | Letter | s | t | r | a | w | b | e | r | r | y | **Step 2: Check each letter one by one** - Position 1: **s** → not an 'r' - Position 2: **t** → not an 'r' - Position 3: **r** → ✅ 'r' found (count: 1) - Position 4: **a** → not an 'r' - Position 5: **w** → not an 'r' - Position 6: **b** → not an 'r' - Position 7: **e** → not an 'r' - Position 8: **r** → ✅ 'r' found (count: 2) - Position 9: **r** → ✅ 'r' found (count: 3) - Position 10: **y** → not an 'r' **Step 3: Tally the results** The 'r's a…
4.1s549 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…

Claude Fable 5

## Cause The error means that when `UserList` renders, the `users` prop is `undefined`, so calling `.map()` on it fails. This typically happens for one of these reasons: 1. **The parent isn't passing the prop** (or has a typo in the prop name): ```jsx <UserList /> // users is undefined <UserList user={users} /> // typo: "user" instead of "users" ``` 2. **Data is fetched asynchronously** — the component renders before the API call finishes, and the initial state is `undefined`: ```jsx const [users, setUsers] = useState(); // undefined initially! ``` ## Fixes **Option 1: Default parameter value** (quick fix) ```jsx function UserList({ users = [] }) { re…
51.3s686 output tokens

GLM 5.3 FlashX

## What's Happening The error means `users` is `undefined` at the time `UserList` renders. You're calling `.map()` on `undefined`, which JavaScript doesn't allow. This almost always happens for one of these reasons: 1. **The parent isn't passing the prop** — `<UserList />` with no `users` prop 2. **Data hasn't loaded yet** — you're fetching asynchronously, so the first render happens before the data arrives 3. **Prop name mismatch** — e.g., passing `user` but reading `users` 4. **Parent state initialized to `undefined`** — e.g., `useState()` instead of `useState([])` ## Fixes ### Option 1: Default parameter (simplest) ```jsx function UserList({ users = [] }) { return ( <ul>…
6.8s934 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):…

Claude Fable 5

# Code Review Your function works, but there are several issues worth addressing. Here's a breakdown by category: ## Issues Found ### 1. **Bare `except:` clause (critical)** This catches *everything*, including `KeyboardInterrupt`, `SystemExit`, and bugs like `KeyError` or `TypeError` in your own parsing code. You'll silently retry on programming errors and mask real problems. ### 2. **Imports inside the function** Imports belong at module level (PEP 8). Function-level imports add overhead on each call and hide dependencies. ### 3. **`== True` comparison** Use truthiness directly: `if item["active"]:` (PEP 8 explicitly recommends this). ### 4. **Silent failures** Returning `[]` on fail…
38.5s1528 output tokens

GLM 5.3 FlashX

# Code Review The function works, but there are several issues worth addressing — including one subtle bug caused by the bare `except`. ## Correctness issues (most important) 1. **Bare `except:` is dangerous and masks a bug.** It catches *everything*, including `KeyboardInterrupt` and `SystemExit` (so Ctrl+C during a retry sleep is swallowed). Worse: because your data-processing loop sits inside the `try`, a `KeyError` from a malformed item is treated as a network failure — triggering a pointless re-download of the URL and silently discarding the real error. Catch only `requests.RequestException` (and `ValueError` for JSON decode failures). 2. **Silent failure.** Returning `[]` on error…
36.9s5836 output tokens

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Frequently asked questions

Which is cheaper, Claude Fable 5 or GLM 5.3 FlashX?
Per 1M output tokens, Claude Fable 5 is ¥8,935 and GLM 5.3 FlashX is ¥223.38 on FastMetal (yen, before tax), so GLM 5.3 FlashX is cheaper.
How do the context windows of Claude Fable 5 and GLM 5.3 FlashX compare?
Claude Fable 5 takes 1,000,000 tokens; GLM 5.3 FlashX takes 1,048,576.
Can I use Claude Fable 5 and GLM 5.3 FlashX with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "anthropic-claude-fable-5" or "glm-5.3-flashx" 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 Claude Fable 5 and GLM 5.3 FlashX from the browser chat and the API. No monthly fee.

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