Model Comparison
LongCat-Flash-Thinking vs o3
Both models are evenly matched across the benchmarks. LongCat-Flash-Thinking is 6.7x cheaper per token.
Performance Benchmarks
Comparative analysis across standard metrics
LongCat-Flash-Thinking outperforms in 4 benchmarks (AIME 2024, AIME 2025, Tau2 Airline, Tau2 Telecom), while o3 is better at 4 benchmarks (ARC-AGI, GPQA, SWE-Bench Verified, Tau2 Retail).
Both models are evenly matched across the benchmarks.
Arena Performance
Human preference votes
Pricing Analysis
Price comparison per million tokens
For input processing, LongCat-Flash-Thinking ($0.30/1M tokens) is 6.7x cheaper than o3 ($2.00/1M tokens).
For output processing, LongCat-Flash-Thinking ($1.20/1M tokens) is 6.7x cheaper than o3 ($8.00/1M tokens).
In conclusion, o3 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
o3 accepts 200,000 input tokens compared to LongCat-Flash-Thinking's 128,000 tokens. LongCat-Flash-Thinking can generate longer responses up to 128,000 tokens, while o3 is limited to 100,000 tokens.
Input Capabilities
Supported data types and modalities
o3 supports multimodal inputs, whereas LongCat-Flash-Thinking does not.
o3 can handle both text and other forms of data like images, making it suitable for multimodal applications.
LongCat-Flash-Thinking
o3
License
Usage and distribution terms
LongCat-Flash-Thinking is licensed under MIT, while o3 uses a proprietary license.
License differences may affect how you can use these models in commercial or open-source projects.
MIT
Open weights
Proprietary
Closed source
Release Timeline
When each model was launched
LongCat-Flash-Thinking was released on 2025-09-22, while o3 was released on 2025-04-16.
LongCat-Flash-Thinking is 5 months newer than o3.
Sep 22, 2025
8 months ago
5mo newerApr 16, 2025
1.1 years ago
Knowledge Cutoff
When training data ends
o3 has a documented knowledge cutoff of 2024-05-31, while LongCat-Flash-Thinking's cutoff date is not specified.
We can confirm o3's training data extends to 2024-05-31, but cannot make a direct comparison without LongCat-Flash-Thinking's cutoff date.
—
May 2024
Provider Availability
LongCat-Flash-Thinking is available from Meituan. o3 is available from OpenAI.
LongCat-Flash-Thinking
o3
Outputs Comparison
Key Takeaways
o3
View detailsOpenAI
Detailed Comparison
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FAQ
Common questions about LongCat-Flash-Thinking vs o3.