Model comparison

MiMo-V2.6-Pro vs Pareto

Pricing, context window and real answers (September 2026)

MiMo-V2.6-Pro (Xiaomi) and Pareto (Unbiased), 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

MiMo-V2.6-ProPareto
ProviderXiaomiUnbiased
Input (per 1M tokens)¥77.73¥446.75
Output (per 1M tokens)¥155.47¥1,340.25
Typical cost (1,000 in + 500 out tokens × 1,000 calls)¥155¥1,117
Context window1,048,576 tokens262,144 tokens
Release date9/21/20269/17/2026
Input modalitiestext, image, video, audiotext, image
Throughput (p50)
Arena · overallUnrankedUnranked
Arena · JapaneseUnrankedUnranked
Arena · codingUnrankedUnranked

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

Which should you pick?

  • On price, MiMo-V2.6-Pro: ¥155.47 per 1M output tokens, 88% less than Pareto.
  • For long documents, MiMo-V2.6-Pro: a 1,048,576-token context window against 262,144 for Pareto.
  • 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.

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

Pareto

To count the number of 'r's in the word "strawberry," let's break it down letter by letter: 1. **s** - not an 'r' 2. **t** - not an 'r' 3. **r** - **Yes**, this is the first 'r'. 4. **a** - not an 'r' 5. **w** - not an 'r' 6. **b** - not an 'r' 7. **e** - not an 'r' 8. **r** - **Yes**, this is the second 'r'. 9. **r** - **Yes**, this is the third 'r'. 10. **y** - not an 'r' Counting the occurrences: - The 3rd letter is 'r'. - The 8th letter is 'r'. - The 9th letter is 'r'. There are **3** 'r's in "strawberry".
5.5s225 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…

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

Pareto

The error means `users` is `undefined` when `UserList` renders. Destructuring a prop does **not** protect against it: ```jsx function UserList({ users }) { // users can still be undefined return <ul>{users.map(...)}</ul>; // 💥 } ``` This usually happens when: - The parent renders `<UserList />` without passing `users` - The parent’s state starts as `undefined` before an async fetch finishes - The API response is not an array, or `users` is passed as `undefined` ## Fix 1: Default the prop to an empty array ```jsx function UserList({ users = [] }) { return ( <ul> {users.map(user => ( <li key={user.id}>{user.name}</li> ))} </ul> ); } ``` This works when…
11.6s1478 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):…

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

Pareto

The function is straightforward, but its error handling hides failures and retries requests that may never succeed. ### Main improvements - **Move imports to module scope** for readability and conventional dependency management. - **Avoid bare `except:`.** It catches everything, including programming errors and `KeyboardInterrupt`. Catch specific request failures instead. - **Retry selectively.** Timeouts, connection failures, rate limits, and certain server errors may be temporary; most other HTTP errors should surface immediately. - **Use exponential backoff** and avoid sleeping after the last attempt. - **Use a list comprehension** to express the filtering and transformation directly. -…
30.3s1090 output tokens

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Frequently asked questions

Which is cheaper, MiMo-V2.6-Pro or Pareto?
Per 1M output tokens, MiMo-V2.6-Pro is ¥155.47 and Pareto is ¥1,340.25 on FastMetal (yen, before tax), so MiMo-V2.6-Pro is cheaper.
How do the context windows of MiMo-V2.6-Pro and Pareto compare?
MiMo-V2.6-Pro takes 1,048,576 tokens; Pareto takes 262,144.
Can I use MiMo-V2.6-Pro and Pareto with the same API key?
Yes. On FastMetal's OpenAI-compatible endpoint, switch by passing "mimo-v2.6-pro" or "pareto" 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 MiMo-V2.6-Pro and Pareto from the browser chat and the API. No monthly fee.

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