Gemini 3.1 Pro vs LongCat-Flash-Chat Comparison
Comparing Gemini 3.1 Pro and LongCat-Flash-Chat across benchmarks, pricing, and capabilities.
Performance Benchmarks
Comparative analysis across standard metrics
Gemini 3.1 Pro outperforms in 2 benchmarks (GPQA, SWE-Bench Verified), while LongCat-Flash-Chat is better at 0 benchmarks.
Gemini 3.1 Pro significantly outperforms across most benchmarks.
Arena Performance
Human preference votes
Pricing Analysis
Price comparison per million tokens
For input processing, Gemini 3.1 Pro ($2.50/1M tokens) is 8.3x more expensive than LongCat-Flash-Chat ($0.30/1M tokens).
For output processing, Gemini 3.1 Pro ($15.00/1M tokens) is 12.5x more expensive than LongCat-Flash-Chat ($1.20/1M tokens).
In conclusion, Gemini 3.1 Pro is more expensive than LongCat-Flash-Chat.*
* Using a 3:1 ratio of input to output tokens
Context Window
Maximum input and output token capacity
Gemini 3.1 Pro accepts 1,048,576 input tokens compared to LongCat-Flash-Chat's 128,000 tokens. LongCat-Flash-Chat can generate longer responses up to 128,000 tokens, while Gemini 3.1 Pro is limited to 65,536 tokens.
Input Capabilities
Supported data types and modalities
Gemini 3.1 Pro supports multimodal inputs, whereas LongCat-Flash-Chat does not.
Gemini 3.1 Pro can handle both text and other forms of data like images, making it suitable for multimodal applications.
Gemini 3.1 Pro
LongCat-Flash-Chat
License
Usage and distribution terms
Gemini 3.1 Pro is licensed under a proprietary license, while LongCat-Flash-Chat uses MIT.
License differences may affect how you can use these models in commercial or open-source projects.
Proprietary
Closed source
MIT
Open weights
Release Timeline
When each model was launched
Gemini 3.1 Pro was released on 2026-02-19, while LongCat-Flash-Chat was released on 2025-08-29.
Gemini 3.1 Pro is 6 months newer than LongCat-Flash-Chat.
Feb 19, 2026
3 weeks ago
5mo newerAug 29, 2025
6 months ago
Knowledge Cutoff
When training data ends
Gemini 3.1 Pro has a documented knowledge cutoff of 2025-01-31, while LongCat-Flash-Chat's cutoff date is not specified.
We can confirm Gemini 3.1 Pro's training data extends to 2025-01-31, but cannot make a direct comparison without LongCat-Flash-Chat's cutoff date.
Jan 2025
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Provider Availability
Gemini 3.1 Pro is available from Google. LongCat-Flash-Chat is available from Meituan. The availability of providers can affect quality of the model and reliability.
Gemini 3.1 Pro
LongCat-Flash-Chat
Outputs Comparison
Key Takeaways
Detailed Comparison
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