Model comparison

Claude Sonnet 4.6 vs MiMo-V2.6-Pro

Pricing, context window and real answers (November 2026)

Claude Sonnet 4.6 (Anthropic) and MiMo-V2.6-Pro (Xiaomi), 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 Sonnet 4.6MiMo-V2.6-Pro
ProviderAnthropicXiaomi
Input (per 1M tokens)$3.49$0.459
Output (per 1M tokens)$17.41$0.9179
Typical cost (1,000 in + 500 out tokens × 1,000 calls)$12.19$0.9179
Context window1,000,000 tokens1,048,576 tokens
Release date2/17/20269/21/2026
Input modalitiestext, imagetext, image, video, audio
Throughput (p50)399 tokens/s (n=27)126 tokens/s (n=28)
Arena · overall#46 · ELO 1,472#29 · ELO 1,480
Arena · Japanese#51 · ELO 1,440Unranked
Arena · coding#27 · ELO 1,528#14 · ELO 1,538

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, MiMo-V2.6-Pro: $0.9179 per 1M output tokens, 95% less than Claude Sonnet 4.6.
  • On the Overall arena board, MiMo-V2.6-Pro ranks higher (#29; Claude Sonnet 4.6 is #46).
  • On the Coding arena board, MiMo-V2.6-Pro ranks higher (#14; Claude Sonnet 4.6 is #27).
  • For long documents, MiMo-V2.6-Pro: a 1,048,576-token context window against 1,000,000 for Claude Sonnet 4.6.
  • 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 Sonnet 4.6

## Counting the letter 'r' in 'strawberry' Let me go through the word letter by letter: | Position | Letter | Is it 'r'? | |----------|--------|------------| | 1 | s | No | | 2 | t | No | | 3 | r | ✅ Yes | | 4 | a | No | | 5 | w | No | | 6 | b | No | | 7 | e | No | | 8 | r | ✅ Yes | | 9 | r | ✅ Yes | | 10 | y | No | ## Result There are **3 r's** in 'strawberry'.
2.2s181 output tokens

MiMo-V2.6-Pro

# Counting the 'r's in "strawberry" ## Step 1: Spell out the word letter by letter | Position | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |----------|---|---|---|---|---|---|---|---|---|----| | Letter | s | t | r | a | w | b | e | r | r | y | ## Step 2: Identify every 'r' - **Position 3** → **r** ✅ (1st 'r') - **Position 8** → **r** ✅ (2nd 'r') - **Position 9** → **r** ✅ (3rd 'r') All other letters (s, t, a, w, b, e, y) are not 'r'. ## Answer There are **3** 'r's in "strawberry."
22.0s327 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 Sonnet 4.6

## Problem Analysis The error occurs because `users` is `undefined` when the component renders. You're calling `.map()` on `undefined`, which throws a `TypeError`. **Common causes:** - The prop isn't passed by the parent component - Data is still loading asynchronously when the component first renders - The parent passes `undefined` or a misspelled prop name --- ## Solutions ### Option 1: Default Parameter Value (Simplest Fix) ```javascript function UserList({ users = [] }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` This assigns an empty array if `users` is `undefined`, so `.map()` always has an array to work with. --- ###…
9.4s798 output tokens

MiMo-V2.6-Pro

# Fixing `Cannot read properties of undefined (reading 'map')` ## The Problem The `users` prop is `undefined` when the component renders. This happens because `.map()` is being called on something that doesn't exist — JavaScript can't iterate over `undefined`. This typically occurs when: - The parent component doesn't pass the `users` prop at all - The data is still loading (e.g., from an API call) - A destructuring default doesn't exist ## The Fix ### Option 1: Provide a default value (simplest) ```jsx function UserList({ users = [] }) { return ( <ul> {users.map(user => <li key={user.id}>{user.name}</li>)} </ul> ); } ``` ### Option 2: Add a safety check with conditi…
32.9s575 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 Sonnet 4.6

## Code Review and Improvements ### Issues Identified 1. **Imports inside function** – should be at module level 2. **Bare `except`** – catches everything including `KeyboardInterrupt`, `SystemExit` 3. **`== True` comparison** – not Pythonic 4. **No logging/error visibility** – silent failures make debugging hard 5. **Magic numbers** – hardcoded `2`, `10` with no explanation 6. **No distinction between retriable/non-retriable errors** – e.g., 404 should not be retried 7. **Inefficient list building** – list comprehension is cleaner 8. **No exponential backoff** – fixed sleep is naive for real-world retry logic 9. **Missing type hints and docstring** --- ### Improved Version ```python im…
14.4s1099 output tokens

MiMo-V2.6-Pro

# Code Review: `get_data` Function ## Issues Identified Here's my review organized by category, with a final improved version at the end. --- ### 🔴 Best Practices 1. **Imports inside the function** — `import requests` and `import time` are executed on *every* call. Move them to the top of the file (module-level). 2. **Bare `except:`** — This catches *everything*, including `KeyboardInterrupt` and `SystemExit`. Always catch specific exceptions. 3. **`== True` comparison** — Verbose and unnecessary. Use the object's truthiness directly. 4. **No logging** — Silent failures make debugging nearly impossible. 5. **Magic numbers** — `timeout=10` and `time.sleep(2)` are unexplained constan…
42.5s983 output tokens

Compare on more prompts →

Frequently asked questions

Which is cheaper, Claude Sonnet 4.6 or MiMo-V2.6-Pro?
Per 1M output tokens, Claude Sonnet 4.6 is $17.41 and MiMo-V2.6-Pro is $0.9179 on FastMetal (US dollars, before tax), so MiMo-V2.6-Pro is cheaper.
How do the context windows of Claude Sonnet 4.6 and MiMo-V2.6-Pro compare?
Claude Sonnet 4.6 takes 1,000,000 tokens; MiMo-V2.6-Pro takes 1,048,576.
Which ranks higher, Claude Sonnet 4.6 or MiMo-V2.6-Pro?
MiMo-V2.6-Pro ranks higher on the public arena (Claude Sonnet 4.6 #51, MiMo-V2.6-Pro #29). Ranks move as the leaderboard updates.
Can I use Claude Sonnet 4.6 and MiMo-V2.6-Pro with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "anthropic-claude-sonnet-4-6" or "mimo-v2.6-pro" 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 Sonnet 4.6 and MiMo-V2.6-Pro from the browser chat and the API. No monthly fee.

More comparisons with Claude Sonnet 4.6

More comparisons with MiMo-V2.6-Pro