Model Comparison
Gemini 3 Pro vs LongCat-Flash-Thinking
Gemini 3 Pro significantly outperforms across most benchmarks. LongCat-Flash-Thinking is 8.6x cheaper per token.
Performance Benchmarks
Comparative analysis across standard metrics
Gemini 3 Pro outperforms in 3 benchmarks (AIME 2025, GPQA, SWE-Bench Verified), while LongCat-Flash-Thinking is better at 0 benchmarks.
Gemini 3 Pro significantly outperforms across most benchmarks.
Arena Performance
Human preference votes
Pricing Analysis
Price comparison per million tokens
For input processing, Gemini 3 Pro ($2.00/1M tokens) is 6.7x more expensive than LongCat-Flash-Thinking ($0.30/1M tokens).
For output processing, Gemini 3 Pro ($12.00/1M tokens) is 10.0x more expensive than LongCat-Flash-Thinking ($1.20/1M tokens).
In conclusion, Gemini 3 Pro is more expensive than LongCat-Flash-Thinking.*
* Using a 3:1 ratio of input to output tokens
Context Window
Maximum input and output token capacity
Gemini 3 Pro accepts 1,048,576 input tokens compared to LongCat-Flash-Thinking's 128,000 tokens. LongCat-Flash-Thinking can generate longer responses up to 128,000 tokens, while Gemini 3 Pro is limited to 65,536 tokens.
Input Capabilities
Supported data types and modalities
Gemini 3 Pro supports multimodal inputs, whereas LongCat-Flash-Thinking does not.
Gemini 3 Pro can handle both text and other forms of data like images, making it suitable for multimodal applications.
Gemini 3 Pro
LongCat-Flash-Thinking
License
Usage and distribution terms
Gemini 3 Pro is licensed under a proprietary license, while LongCat-Flash-Thinking 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 Pro was released on 2025-11-18, while LongCat-Flash-Thinking was released on 2025-09-22.
Gemini 3 Pro is 2 months newer than LongCat-Flash-Thinking.
Nov 18, 2025
4 months ago
1mo newerSep 22, 2025
6 months ago
Knowledge Cutoff
When training data ends
Gemini 3 Pro has a documented knowledge cutoff of 2025-01-31, while LongCat-Flash-Thinking's cutoff date is not specified.
We can confirm Gemini 3 Pro's training data extends to 2025-01-31, but cannot make a direct comparison without LongCat-Flash-Thinking's cutoff date.
Jan 2025
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Provider Availability
Gemini 3 Pro is available from Google. LongCat-Flash-Thinking is available from Meituan.
Gemini 3 Pro
LongCat-Flash-Thinking
Outputs Comparison
Key Takeaways
Gemini 3 Pro
View detailsDetailed Comparison
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FAQ
Common questions about Gemini 3 Pro vs LongCat-Flash-Thinking