GPT-5.6 Terra vs GPT-6 Astra
Pricing, context window and real answers (October 2026)
GPT-5.6 Terra (OpenAI) and GPT-6 Astra (OpenAI), 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
 GPT-5.6 Terra | GPT-6 Astra | |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Input (per 1M tokens) | $2.11 | $10.55 |
| Output (per 1M tokens) | $12.66 | $52.75 |
| Typical cost (1,000 in + 500 out tokens × 1,000 calls) | $8.44 | $36.93 |
| Context window | 1,050,000 tokens | 1,050,000 tokens |
| Release date | 7/9/2026 | 9/4/2026 |
| Input modalities | file, image, text | file, image, text |
| Throughput (p50) | 206 tokens/s (n=27) | 111 tokens/s (n=24) |
| Arena · overall | #49 · ELO 1,467 | #32 · ELO 1,476 |
| Arena · Japanese | #26 · ELO 1,471 | #52 · ELO 1,437 |
| Arena · coding | #42 · ELO 1,518 | #9 · ELO 1,543 |
Prices are FastMetal's rates, before tax.
Rankings: LMArena leaderboard dataset (lmarena-ai/leaderboard-dataset), CC BY 4.0, snapshot 2026-10-22; category names mapped and ratings rounded by FastMetal.
Which should you pick?
- On price, GPT-5.6 Terra: $12.66 per 1M output tokens, 76% less than GPT-6 Astra.
- On the Overall arena board, GPT-6 Astra ranks higher (#32; GPT-5.6 Terra is #49).
- On the Japanese arena board, GPT-5.6 Terra ranks higher (#26; GPT-6 Astra is #52).
- On the Coding arena board, GPT-6 Astra ranks higher (#9; GPT-5.6 Terra is #42).
- 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.
GPT-5.6 Terra
“strawberry” is spelled:
s t **r** a w b e **r** **r** y
There are **3** occurrences of the letter **r**.
3.6s71 output tokens
GPT-6 Astra
“strawberry” is spelled **s-t-r-a-w-b-e-r-r-y**.
The letter **r** appears in positions **3, 8, and 9**, so there are **3 r’s**.
3.8s85 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…
GPT-5.6 Terra
The error means `users` is `undefined` when `UserList` renders, so React tries to evaluate:
```js
users.map(...)
```
But `.map()` only exists on arrays.
Common causes:
- The parent component does not pass a `users` prop.
- The user data is loaded asynchronously and has not arrived on the first render.
- The API response shape differs from what you expect, e.g. data is in `response.data.users` rather than `response.data`.
- The parent initializes its user state as `undefined` or `null`.
## Fix options
### 1. Initialize users as an empty array
In the parent component:
```jsx
const [users, setUsers] = useState([]);
```
Then pass it normally:
```jsx
<UserList users={users} />
```
An e…
5.8s559 output tokens
GPT-6 Astra
The error means **`users` is `undefined` when React renders `UserList`**, so calling `users.map(...)` fails. This commonly happens when the parent doesn’t pass the prop or when data hasn’t finished loading.
### 1. Default `users` to an empty array
If an absent prop should mean “no users,” use a default value:
```jsx
function UserList({ users = [] }) {
return (
<ul>
{users.map(user => (
<li key={user.id}>{user.name}</li>
))}
</ul>
);
}
```
This handles a missing or `undefined` prop, but **not `null` or other non-array values**.
### 2. Check where the prop comes from
Make sure the parent passes an array. For data loaded asynchronously, initialize state to…
6.7s380 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):…
GPT-5.6 Terra
Here are the main areas to improve:
### Issues in the original code
- **Imports inside the function**: Move `requests` and `time` imports to module scope.
- **Bare `except:`**: This catches everything, including `KeyboardInterrupt` and programming errors. Catch `requests.RequestException` (and possibly JSON decoding errors) instead.
- **Status code check**: Prefer `response.raise_for_status()` or `response.ok` over manually checking only for `200`. Successful responses can include other 2xx status codes.
- **`== True`**: Use `if item.get("active"):` instead.
- **Potential `KeyError`**: `item["name"]`, `item["id"]`, and `item["active"]` can fail if the API response is incomplete. Use `.get(…
10.6s939 output tokens
GPT-6 Astra
The function is compact, but its biggest issue is that **all failures silently become `[]`**, making an unavailable API indistinguishable from a successful response with no active items.
### Suggested improvements
- **Move imports to module scope** for clarity and conventional organization.
- **Avoid bare `except:`.** It catches everything, including `KeyboardInterrupt`, and hides bugs such as missing dictionary keys.
- **Retry only transient failures**, such as connection errors, timeouts, rate limiting, and selected server errors. Retrying a `401` or `404` usually won’t help.
- **Don’t sleep after the final failed attempt.** Use exponential backoff rather than a fixed delay.
- **Use desc…
19.2s965 output tokens
Frequently asked questions
- Which is cheaper, GPT-5.6 Terra or GPT-6 Astra?
- Per 1M output tokens, GPT-5.6 Terra is $12.66 and GPT-6 Astra is $52.75 on FastMetal (US dollars, before tax), so GPT-5.6 Terra is cheaper.
- How do the context windows of GPT-5.6 Terra and GPT-6 Astra compare?
- GPT-5.6 Terra takes 1,050,000 tokens; GPT-6 Astra takes 1,050,000.
- Which ranks higher, GPT-5.6 Terra or GPT-6 Astra?
- GPT-5.6 Terra ranks higher on the public arena (GPT-5.6 Terra #26, GPT-6 Astra #52). Ranks move as the leaderboard updates.
- Can I use GPT-5.6 Terra and GPT-6 Astra with the same API key?
- Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "gpt-5.6-terra" or "gpt-6-astra" 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 GPT-5.6 Terra and GPT-6 Astra from the browser chat and the API. No monthly fee.