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LongCat-2.5 vs Qwen4-Max-Preview

Comparing LongCat-2.5 and Qwen4-Max-Preview across benchmarks, pricing, and capabilities.

Meituan · Alibaba Cloud / Qwen Team · Updated for 2026

Which is better?

LongCat-2.5 and Qwen4-Max-Preview trade strengths across price, capabilities, and technical limits. The better choice depends on the workload.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose LongCat-2.5

  • you want predictable pricing at $0.30/M input and $1.20/M output

Choose Qwen4-Max-Preview

  • you want the most recent training data — it shipped Nov 2026

At a glance

The differences that matter most.

LongCat-2.5
Meituan
Qwen4-Max-Preview
Alibaba Cloud / Qwen Team
Benchmark wins
—
—
Input price
$0.30 / M
— / M
Output price
$1.20 / M
— / M
Context window
1,048,576
—

Individual benchmarks

23 reported for LongCat-2.5 · 0 for Qwen4-Max-Preview

No common benchmarks found

LongCat-2.5 and Qwen4-Max-Previewdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only LongCat-2.5 specifies input context (1,048,576 tokens). Only LongCat-2.5 specifies output context (131,072 tokens).

Meituan
LongCat-2.5
Input1,048,576 tokens
Output131,072 tokens
Alibaba Cloud / Qwen Team
Qwen4-Max-Preview
Input- tokens
Output- tokens
Thu Nov 12 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both LongCat-2.5 and Qwen4-Max-Preview support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

LongCat-2.5

Text
Images
Audio
Video

Qwen4-Max-Preview

Text
Images
Audio
Video

Release Timeline

When each model was launched

LongCat-2.5 was released on 2026-11-01, while Qwen4-Max-Preview was released on 2026-11-11.

Qwen4-Max-Preview is 0 month newer than LongCat-2.5.

LongCat-2.5

Nov 1, 2026

1 weeks ago

Qwen4-Max-Preview

Nov 11, 2026

1 days ago

1w newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against LongCat-2.5 and Qwen4-Max-Preview side-by-side, then vote on the output you prefer.

LongCat-2.5
✓ Preferred
Qwen4-Max-Preview
Open in Playground

FAQ

Common questions about LongCat-2.5 vs Qwen4-Max-Preview.

Which is better, LongCat-2.5 or Qwen4-Max-Preview?

LongCat-2.5 (Meituan) and Qwen4-Max-Preview (Alibaba Cloud / Qwen Team) each have strengths in different areas. Compare their benchmark scores, pricing, context windows, and capabilities above to determine which fits your needs.

How does LongCat-2.5 compare to Qwen4-Max-Preview in benchmarks?

LongCat-2.5 scores MathVision: 96.5%, BrowseComp: 91.9%, CharXiv-R: 90.2%, Terminal-Bench 2.1: 88.4%, Video-MME: 85.2%.

What are the context window sizes for LongCat-2.5 and Qwen4-Max-Preview?

LongCat-2.5 supports 1.0M tokens and Qwen4-Max-Preview supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between LongCat-2.5 and Qwen4-Max-Preview?

Key differences include licensing (Unknown vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes LongCat-2.5 and Qwen4-Max-Preview?

LongCat-2.5 is developed by Meituan and Qwen4-Max-Preview is developed by Alibaba Cloud / Qwen Team.

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