Model Comparison
Gemini 2.5 Flash-Lite vs LongCat-Flash-Thinking-2601
LongCat-Flash-Thinking-2601 significantly outperforms across most benchmarks. Gemini 2.5 Flash-Lite is 3.0x cheaper per token.
Performance Benchmarks
Comparative analysis across standard metrics
Gemini 2.5 Flash-Lite outperforms in 0 benchmarks, while LongCat-Flash-Thinking-2601 is better at 5 benchmarks (AIME 2025, GPQA, Humanity's Last Exam, LiveCodeBench, SWE-Bench Verified).
LongCat-Flash-Thinking-2601 significantly outperforms across most benchmarks.
Arena Performance
Human preference votes
Pricing Analysis
Price comparison per million tokens
For input processing, Gemini 2.5 Flash-Lite ($0.10/1M tokens) is 3.0x cheaper than LongCat-Flash-Thinking-2601 ($0.30/1M tokens).
For output processing, Gemini 2.5 Flash-Lite ($0.40/1M tokens) is 3.0x cheaper than LongCat-Flash-Thinking-2601 ($1.20/1M tokens).
In conclusion, LongCat-Flash-Thinking-2601 is more expensive than Gemini 2.5 Flash-Lite.*
* Using a 3:1 ratio of input to output tokens
Context Window
Maximum input and output token capacity
Gemini 2.5 Flash-Lite accepts 1,048,576 input tokens compared to LongCat-Flash-Thinking-2601's 128,000 tokens. LongCat-Flash-Thinking-2601 can generate longer responses up to 128,000 tokens, while Gemini 2.5 Flash-Lite is limited to 65,536 tokens.
Input Capabilities
Supported data types and modalities
Gemini 2.5 Flash-Lite supports multimodal inputs, whereas LongCat-Flash-Thinking-2601 does not.
Gemini 2.5 Flash-Lite can handle both text and other forms of data like images, making it suitable for multimodal applications.
Gemini 2.5 Flash-Lite
LongCat-Flash-Thinking-2601
License
Usage and distribution terms
Gemini 2.5 Flash-Lite is licensed under Creative Commons Attribution 4.0 License, while LongCat-Flash-Thinking-2601 uses MIT.
License differences may affect how you can use these models in commercial or open-source projects.
Creative Commons Attribution 4.0 License
Open weights
MIT
Open weights
Release Timeline
When each model was launched
Gemini 2.5 Flash-Lite was released on 2025-06-17, while LongCat-Flash-Thinking-2601 was released on 2026-01-14.
LongCat-Flash-Thinking-2601 is 7 months newer than Gemini 2.5 Flash-Lite.
Jun 17, 2025
10 months ago
Jan 14, 2026
3 months ago
7mo newerKnowledge Cutoff
When training data ends
Gemini 2.5 Flash-Lite has a documented knowledge cutoff of 2025-01-01, while LongCat-Flash-Thinking-2601's cutoff date is not specified.
We can confirm Gemini 2.5 Flash-Lite's training data extends to 2025-01-01, but cannot make a direct comparison without LongCat-Flash-Thinking-2601's cutoff date.
Jan 2025
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Provider Availability
Gemini 2.5 Flash-Lite is available from Google. LongCat-Flash-Thinking-2601 is available from Meituan.
Gemini 2.5 Flash-Lite
LongCat-Flash-Thinking-2601
Outputs Comparison
Key Takeaways
Detailed Comparison
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FAQ
Common questions about Gemini 2.5 Flash-Lite vs LongCat-Flash-Thinking-2601