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text model comparison

LongCat-2.5 vs MiMo-V2.6-Flash

LongCat-2.5 and MiMo-V2.6-Flash are both current text models, from Meituan and Xiaomi MiMo. MiMo-V2.6-Flash is 53% cheaper per 1M input tokens than LongCat-2.5, $0.14 vs $0.30. Both accept about 1.05M tokens of context (1,048,576 and 1,000,000).

Lower price per 1M input tokens
MiMo-V2.6-Flash$0.14 against $0.30
Longer context window
LongCat-2.51.05M tokens against 1M tokens
Newer release
LongCat-2.5Nov 2026 against Sep 2026

Data verified November 3, 2026 · Dataset 2026-11-03

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Side by side

LongCat-2.5 and MiMo-V2.6-Flash, line by line

Prices in effect today, compared at the same tier wherever both list one. The better value in each row is highlighted.

FactLongCat-2.5MiMo-V2.6-Flash
Price
Price per 1M input tokens$0.30$0.14 (better)
Price per 1M output tokens$1.20$0.28 (better)
Independent benchmarks
Arena TextNot measured1448 Elo (#34 of 51)
Arena WebDevNot measured1637 Elo (#16 of 45)
Specs
ProviderMeituanXiaomi MiMo
Release dateNovember 2, 2026September 22, 2026
AccessAPI onlyAPI and open weights
Context window1,048,576 tokens1,000,000 tokens
Max output262,144 tokens128,000 tokens
Inputtext, image, videotext, image, audio, video
Outputtexttext

No independent benchmark has scored both models yet. Each rank counts the current models scored on that benchmark.

Scores:Arena · 2026-11-03

Charts

Against every current text model

Where LongCat-2.5 and MiMo-V2.6-Flash land among the current models of their task, on every independent benchmark, on price and on context.

Where each stands

Only MiMo-V2.6-Flash has a current Arena Text score: #34 of 51. Each bar is the share of current models it beats.

LongCat-2.5 and MiMo-V2.6-Flash among the current text models, one row per benchmark, price and context window.

Independent benchmarks

Arena Text

LongCat-2.5: Not scored

MiMo-V2.6-Flash:#34of 51

1,448 Elo · ahead of 32%

Arena WebDev

LongCat-2.5: Not scored

MiMo-V2.6-Flash:#16of 45

1,637 Elo · ahead of 64%

Price and context

Price per 1M input tokens

LongCat-2.5:#11of 52

$0.30 · cheaper than 75%

MiMo-V2.6-Flash:#4of 52

$0.14 · cheaper than 94%

Price per 1M output tokens

LongCat-2.5:#10of 52

$1.20 · cheaper than 76%

MiMo-V2.6-Flash:#1of 52

$0.28 · cheaper than 100%

Context window

LongCat-2.5:#11of 64

1.05M tokens · longer than 67%

MiMo-V2.6-Flash:#26of 64

1M tokens · longer than 22%

Quality against price

Arena Text · measured October 28, 2026

MiMo-V2.6-Flash scores 1,448 at $0.175 (blended price per 1M tokens). The line joins the current models no other beats on both price and Arena Text score; hover any point to name it.

Quality against priceArena Text score against price for 43 text models, LongCat-2.5 and MiMo-V2.6-Flash marked.1,2501,3001,3501,4001,4501,5001,550$0.30$1$3$10MOST ATTRACTIVE QUADRANTMedian price $3Median 1,475Blended price per 1M tokens (3 input : 1 output), log scaleArena Text (Elo)MiMo-V2.6-Flash
Quality against price: the data
Arena Text score against price for 43 text models, LongCat-2.5 and MiMo-V2.6-Flash marked.
ModelProviderBlended price per 1M tokensArena Text (Elo)
Gemini 4 ArgonGoogle$41,520
Claude Opus 5.5Anthropic$81,509
Muse WonderMeta$81,507
Claude Fable 5Anthropic$201,504
Claude Fable 5.1Anthropic$201,504
Gemini 3.8 FlashGoogle$1.501,496
Muse Spark 1.3Meta$21,495
Claude Opus 5Anthropic$101,492
Kimi K3Moonshot Kimi$61,488
GPT-5.6 SolOpenAI$81,485
Gemini 3.6 FlashGoogle$31,483
GPT-5.5OpenAI$111,482
Claude Opus 4.8Anthropic$101,482
Qwen3.8-MaxAlibaba Qwen$31,482
GPT-6.1 SolOpenAI$41,481
GLM-5.3Z.ai$2.151,481
MiMo-V2.6-ProXiaomi MiMo$0.541,480
Claude Sonnet 5.5Anthropic$41,477
GLM-5.3-FlashZ.ai$0.241,477
GPT-6 AstraOpenAI$201,476
DeepSeek-V4.1-FlashDeepSeek$0.521,476
GPT-5.4OpenAI$5.631,475
Gemini 3 Flash PreviewGoogle$1.131,473
Grok 4.20xAI$1.561,472
GPT-5.6 TerraOpenAI$4.501,467
Grok 4.5xAI$31,465
DeepSeek-V4-ProDeepSeek$1.981,465
Claude Sonnet 5Anthropic$41,462
GPT-6 SolOpenAI$41,458
Gemini 3.5 Flash-LiteGoogle$0.851,456
Grok 4.6xAI$31,455
GPT-5.6 LunaOpenAI$0.451,453
MiMo-V2.6-FlashXiaomi MiMo$0.181,448
Step 5 PreviewStepFun$1.431,448
Grok 4.3xAI$1.561,442
GPT-6 LunaOpenAI$0.201,441
Grok 4.7xAI$31,441
Mistral Large 4Mistral AI$1.051,432
Claude Haiku 5.5Anthropic$0.201,425
GPT-4.1OpenAI$3.501,415
Solar Pro 4Upstage$0.521,388
GPT-4.1 miniOpenAI$0.701,383
GPT-4.1 nanoOpenAI$0.181,322

Cost

What each costs

Example workloads at each provider's listed rates, then every other rate either one lists. The cheaper figure in each row is highlighted.

The same work, priced

For 10M input and 2M output tokens, LongCat-2.5 costs 2.8 times as much as MiMo-V2.6-Flash, at each provider's listed rates.

What LongCat-2.5 and MiMo-V2.6-Flash cost for the same work, at the rates each provider lists.
  • 10M input and 2M output tokens

    LongCat-2.5 costs 2.8× as much

    LongCat-2.5
    $5.40
    MiMo-V2.6-Flash
    $1.96
  • The same, with 9M of the input tokens cached

    LongCat-2.5 costs 3.8× as much

    LongCat-2.5
    $2.75
    MiMo-V2.6-Flash
    $0.73
Workload or rateLongCat-2.5MiMo-V2.6-Flash
Example workloads
10M input and 2M output tokens$5.40$1.96 (better)
The same, with 9M of the input tokens cached$2.75$0.73 (better)
The same, through the batch APINot listed$0.98
Other listed rates
1M input tokens, cached$0.006$0.0028 (better)
1M input tokens, batchNot listed$0.07
1M output tokens, batchNot listed$0.14

Your own bill will differ. These figures use list prices and example workloads. The AI Model Cost Audit reviews your real usage, shortlists models that score as well for each task for less, and estimates the savings.

Launch price $100, regular price $150

Book the cost audit

Verdict

When to choose each

LongCat-2.5

Where it leads

  • Longer responses, up to 262,144 vs 128,000 output tokens

Best for

  • Coding agents working through whole projects in Claude Code, Codex or similar harnesses
  • Visual coding and design work that mixes screenshots or screen recordings with code

Watch out for

  • The recorded rates are a limited-time discount: Meituan publishes no list price and no end date
  • API only: no weights had been published when this record was made
  • Released on 2 November 2026, so no independent benchmark score is recorded here yet

MiMo-V2.6-Flash

Where it leads

  • Lower input and output prices, $0.14 and $0.28 vs $0.30 and $1.20 per 1M tokens
  • Accepts audio input
  • Open weights you can run yourself
  • Cheaper cached input, $0.0028 vs $0.006 per 1M tokens
  • Batch pricing, $0.07 input and $0.14 output per 1M tokens

Best for

  • High-frequency multimodal calls
  • Low-cost agent workloads

Watch out for

  • Xiaomi's own table puts it well behind the Pro model on exploitation tasks (ExploitBench 25.3 against 47.9)
  • The API checkpoint (RL or MOPD weights) is not identified

From benchmark to production

Building on LongCat-2.5 or MiMo-V2.6-Flash?

Public scores rarely hold on your own data. We test both models on your real tasks, then build the agent or pipeline around the one that wins.

AI Model Cost AuditLaunch price $100, regular price $150What the audit includes

FAQ

LongCat-2.5 vs MiMo-V2.6-Flash FAQ

Which is cheaper, LongCat-2.5 or MiMo-V2.6-Flash?

MiMo-V2.6-Flash is 53% cheaper per 1M input tokens than LongCat-2.5, $0.14 vs $0.30. For 10M input and 2M output tokens, LongCat-2.5 costs $5.40 and MiMo-V2.6-Flash $1.96 at standard rates.

Which is cheaper with prompt caching, LongCat-2.5 or MiMo-V2.6-Flash?

LongCat-2.5 charges $0.006 per 1M cached input tokens, 98% below its standard input rate, and MiMo-V2.6-Flash $0.0028, 98% below. With 9M of 10M input tokens cached and 2M output tokens, LongCat-2.5 costs $2.75 and MiMo-V2.6-Flash $0.73.

Which has the larger context window, LongCat-2.5 or MiMo-V2.6-Flash?

Both accept about 1.05M tokens of context (1,048,576 and 1,000,000). LongCat-2.5 returns up to 262,144 tokens per response, MiMo-V2.6-Flash 128,000.

How do LongCat-2.5 and MiMo-V2.6-Flash differ in features?

LongCat-2.5 takes text, image and video input; MiMo-V2.6-Flash takes text, image, audio and video.

Can I run LongCat-2.5 or MiMo-V2.6-Flash myself?

MiMo-V2.6-Flash is released as open weights you can run yourself; LongCat-2.5 is available through its provider's API only.

Production evaluation

Choosing between LongCat-2.5 and MiMo-V2.6-Flash?

Public benchmarks narrow the shortlist. We run both on your own tasks, data and cost limits, then build the routing and review controls to run the winner in production.

  • A head-to-head evaluation on your real workload
  • Routing between models by cost and difficulty