Model comparison

Beam 1.0 501B A23B vs Hy4

Pricing, context window and real answers (November 2026)

Beam 1.0 501B A23B (Reflection AI) and Hy4 (Tencent), 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

Beam 1.0 501B A23Btencent logoHy4
ProviderReflection AITencent
Input (per 1M tokens)$0.422$0.8799
Output (per 1M tokens)$1.27$2.64
Typical cost (1,000 in + 500 out tokens × 1,000 calls)$1.06$2.20
Context window1,048,576 tokens1,000,000 tokens
Release date10/16/202611/4/2026
Input modalitiestexttext
Throughput (p50)229 tokens/s (n=20)—
Arena · overall#105 · ELO 1,436Unranked
Arena · JapaneseUnrankedUnranked
Arena · coding#69 · ELO 1,505Unranked

Prices are FastMetal's rates, before tax.

Rankings: LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset), CC BY 4.0, snapshot 2026-10-28; category names mapped and ratings rounded by FastMetal.

Which should you pick?

  • On price, Beam 1.0 501B A23B: $1.27 per 1M output tokens, 52% less than Hy4.
  • For long documents, Beam 1.0 501B A23B: a 1,048,576-token context window against 1,000,000 for Hy4.
  • 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.

Beam 1.0 501B A23B

The word “strawberry” is spelled: s - t - r - a - w - b - e - r - r - y The letter “r” appears in these positions: - s**r**awberry (1st r) - strawbe**r**ry (2nd r) - strawber**r**y (3rd r) Therefore, there are **3** r's in “strawberry.”
7.6s278 output tokens

Hy4

The word **“strawberry”** is spelled: **s t r a w b e r r y** Step by step: 1. Check each letter: s, t, **r**, a, w, b, e, **r**, **r**, y 2. Mark the **r**’s: one after **t**, and two near the end before **y**. 3. Count them: 1 + 1 + 1 = **3** So, there are **3** ‘r’s in **“strawberry”**.
4.2s343 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…

Beam 1.0 501B A23B

The error means `users` is `undefined` when `UserList` renders, so calling `.map` on `undefined` throws. ### Common causes 1. Parent renders `<UserList />` without a `users` prop. 2. Parent passes `users={data}` where `data` is still `undefined` (e.g., fetch not resolved). 3. Destructured prop name mismatch. ### Fixes **1. Default the prop** ```js function UserList({ users = [] }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` **2. Guard in JSX** ```js {Array.isArray(users) && users.map(user => <li key={user.id}>{user.name}</li>)} ``` **3. Optional chaining** ```js {users?.map(user => <li key={user.id}>{user.name}</li>)} ``` Note…
12.8s414 output tokens

Hy4

The error is caused by this line: ```js {users.map(user => <li key={user.id}>{user.name}</li>)} ``` At render time, `users` is `undefined`. Since `.map()` only exists on arrays, JavaScript tries to read `map` from `undefined` and throws: ```txt Cannot read properties of undefined (reading 'map') ``` Even though this is in a Node.js app, this specific error is happening during React rendering, likely server-side rendering or a Node-based build/render process. Common causes: 1. The parent component is not passing `users`. 2. The prop name is misspelled. 3. `users` comes from async data and is `undefined` on the first render. 4. Your API returns something like `{ users: [...] }`, but you…
20.3s1951 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):…

Beam 1.0 501B A23B

Here are some key issues and improvements: ### Main issues in the original - **Imports inside the function** run on every call and hurt readability. - **Bare `except:`** catches `KeyboardInterrupt`, `SystemExit`, and programming errors. - **Retries every non-200 response**, including `404`/`400`, which usually should not be retried. - **`item["active"] == True`** can raise `KeyError` and is stricter than necessary unless you truly need exact boolean equality. - **Fixed sleep and unnecessary final sleep** before returning. - **Repeated `item["name"]` / `item["id"]`** lookups are slightly slower and less clean than a comprehension. - No handling/validation for malformed JSON or non-list respo…
16.8s1927 output tokens

Hy4

Here are the main improvement areas, followed by a possible rewrite. ## Key issues ### Readability / style - Move imports to the top of the module. - Use descriptive names: `response` instead of `r`, `attempt` instead of `i`. - `if item["active"] == True:` should be `if item.get("active") is True:` or simply `if item.get("active"):`, depending on intent. - The filtering loop can be a list comprehension. - Add type hints and a docstring. ### Performance - Repeated imports are cached by Python, so not a major cost, but top-level imports are cleaner. - Avoid sleeping after the final failed attempt. - Use `requests.Session` for connection pooling if this function may be called repeatedly or i…
110.2s10761 output tokens

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Frequently asked questions

Which is cheaper, Beam 1.0 501B A23B or Hy4?
Per 1M output tokens, Beam 1.0 501B A23B is $1.27 and Hy4 is $2.64 on FastMetal (US dollars, before tax), so Beam 1.0 501B A23B is cheaper.
How do the context windows of Beam 1.0 501B A23B and Hy4 compare?
Beam 1.0 501B A23B takes 1,048,576 tokens; Hy4 takes 1,000,000.
Can I use Beam 1.0 501B A23B and Hy4 with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "beam-1.0" or "hy4" 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 Beam 1.0 501B A23B and Hy4 from the browser chat and the API. No monthly fee.

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