AI model comparison

Ling 3.1 Flash vs MiMo-V2.6-Flash

Pricing, context window, benchmarks, and features compared side by side. Or skip the guesswork and send one prompt to both.

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inclusionAI

Ling 3.1 Flash

Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

Input / 1M
$0.00
Output / 1M
$0.00
Context
262K

MiMo-V2.6-Flash is an open-source foundation model developed by Xiaomi.

Input / 1M
$0.14
Output / 1M
$0.28
Context
1.05M

At a glance

Quick verdict

How the two models stack up on the things people ask about most.

Lower price

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Ling 3.1 Flash

Free for a typical chat

Higher intelligence score

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Ling 3.1 Flash

41.1 vs 37.9 on Artificial Analysis

Larger context window

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MiMo-V2.6-Flash

1.05M vs 262K tokens

Newer release

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Ling 3.1 Flash

Released October 2, 2026

Benchmarks

Benchmark scores

Independent scores from Artificial Analysis. Higher is better.

Intelligence index

inclusionai logoLing 3.1 Flash41.1
xiaomi logoMiMo-V2.6-Flash37.9

Coding index

inclusionai logoLing 3.1 FlashNot available
xiaomi logoMiMo-V2.6-FlashNot available

Agentic index

inclusionai logoLing 3.1 FlashNot available
xiaomi logoMiMo-V2.6-FlashNot available

Pricing

Ling 3.1 Flash vs MiMo-V2.6-Flash API pricing

Per-token API rates. Cheaper option highlighted.

Metricinclusionai logoLing 3.1 Flashxiaomi logoMiMo-V2.6-Flash
Input tokensPer 1M tokens$0.00$0.14
Output tokensPer 1M tokens$0.00$0.28
Cached input (read)Per 1M tokensNot available$0.00
Cache writePer 1M tokensNot availableNot available

What it costs in practice

Estimated cost per 1,000 requests at standard rates. Coding and long-document figures also show the cost when the input is already cached.

Chat message

2K in, 500 out

inclusionai logoLing 3.1 Flash$0.00
xiaomi logoMiMo-V2.6-Flash$0.42

Coding task

30K in, 4K out

inclusionai logoLing 3.1 Flash$0.00
xiaomi logoMiMo-V2.6-Flash$5.32$1.20 cached

Long document summary

150K in, 2K out

inclusionai logoLing 3.1 Flash$0.00
xiaomi logoMiMo-V2.6-Flash$21.56$0.98 cached

Specs

Context window and capabilities

How much each model can read, how much it can write, and what it accepts as input.

Metricinclusionai logoLing 3.1 Flashxiaomi logoMiMo-V2.6-Flash
Context window262K tokens1.05M tokens
Max output33K tokens131K tokens
Input typesTextAudio, Image, Text, Video
Output typesTextText
Reasoning effort levelsNot availableNot available
Default reasoning effortNot availableNot available
Release dateOctober 2, 2026September 21, 2026

Features

Supported features

API features available for each model.

Metricinclusionai logoLing 3.1 Flashxiaomi logoMiMo-V2.6-Flash
Tool callingSupportedSupported
Structured outputsNot supportedSupported
JSON modeNot supportedSupported
ReasoningSupportedSupported
TemperatureSupportedSupported
Stop sequencesSupportedSupported
Deterministic seedSupportedSupported
Verbosity controlNot supportedNot supported

Our take

Ling 3.1 Flash scores higher on the Artificial Analysis Intelligence Index (41.1 vs 37.9). MiMo-V2.6-Flash has the larger context window (1.05M vs 262K tokens). The right pick depends on your workload, so the quickest way to settle it is to send the same prompt to both and compare.

FAQ

Frequently asked questions

Is Ling 3.1 Flash or MiMo-V2.6-Flash cheaper?

Ling 3.1 Flash is cheaper for a typical chat (2K input tokens and 500 output tokens). Ling 3.1 Flash costs $0.00 per 1M input tokens and $0.00 per 1M output tokens, while MiMo-V2.6-Flash costs $0.14 per 1M input tokens and $0.28 per 1M output tokens.

Which has a bigger context window, Ling 3.1 Flash or MiMo-V2.6-Flash?

MiMo-V2.6-Flash supports up to 1.05M tokens of context, compared with 262K for Ling 3.1 Flash.

Is Ling 3.1 Flash smarter than MiMo-V2.6-Flash?

On the Artificial Analysis Intelligence Index, Ling 3.1 Flash scores 41.1 and MiMo-V2.6-Flash scores 37.9, putting Ling 3.1 Flash ahead. Benchmarks don't capture everything, so the best test is running your own prompts through both.

Can I use Ling 3.1 Flash and MiMo-V2.6-Flash at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see Ling 3.1 Flash and MiMo-V2.6-Flash answer side by side and keep the better response.

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Why choose? Ask both.

Send one prompt to Ling 3.1 Flash and MiMo-V2.6-Flash at the same time. Compare the answers side by side and keep the best one.