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Meituan (LongCat) · Released Sep 25, 2026

LongCat-2.5-Preview

Meituan's multimodal reasoning model for coding and agent tasks, with image understanding and a 1M-token context window.

  • Proprietary
  • Reasoning
  • Tool calling
  • Vision
Capability
—No ECI score yet
Input
$0.75per 1M tokens
Output
$2.95per 1M tokens
Context
1M131K max output
Pricing

What it costs

Input
$0.75per million tokens
Output
$2.95per million tokens
Blended (3:1)
$1.30pricier than 61% of priced models

Typical monthly bills

Monthly usageEstimated cost
Side project2M input + 0.5M output tokens$2.98
Team assistant25M input + 5M output tokens$33.50
Production app250M input + 50M output tokens$335.00

Median of 1 paid API provider on models.dev.

Capability

Independent benchmarks

Epoch AI has not published a Capabilities Index score for LongCat-2.5-Preview yet.

Specifications

The details

Lab
Meituan (LongCat)
Released
Sep 25, 2026
Context window
1,000,000 tokens
Max output
131,072 tokens
Inputs
Text, Images
Output
Text
Reasoning
Always on
Tool calling
Yes
Structured output
No
Weights
Proprietary
Availability
2 API providerslisted on models.dev
Same lab

More from Meituan (LongCat)

Questions

About LongCat-2.5-Preview

How much does LongCat-2.5-Preview cost?

LongCat-2.5-Preview costs $0.75 input / $2.95 output per million tokens (median across 1 API provider). At a 3:1 input-to-output mix that is $1.30 per million tokens, more expensive than 61% of the 360 priced models we track.

What is the context window of LongCat-2.5-Preview?

LongCat-2.5-Preview accepts up to 1,000,000 tokens per request and can write up to 131,072 tokens in one response.

How good is LongCat-2.5-Preview?

Epoch AI has not published a Capabilities Index score for LongCat-2.5-Preview yet.

Is LongCat-2.5-Preview open source?

No. LongCat-2.5-Preview is proprietary; you use it through an API or partner platforms.

What inputs does LongCat-2.5-Preview support?

LongCat-2.5-Preview accepts text and images and replies in text. It is a reasoning model, supports tool calling.

When was LongCat-2.5-Preview released?

Meituan (LongCat) released LongCat-2.5-Preview on Sep 25, 2026.

What are the best alternatives to LongCat-2.5-Preview?

The closest current models from other labs on capability, price and release date are Step 5 Preview (StepFun, $1.00 / $2.70), Hy4 preview (Tencent, $0.834 / $2.50), Sakana Namazu (Sakana AI, $0.95 / $4.00) and Motif 3 (Motif Technologies, $0.50 / $2.00).