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Grok-3 Mini vs LongCat-Flash-Thinking-2601

LongCat-Flash-Thinking-2601 shows notably better performance in the majority of benchmarks. Grok-3 Mini is 1.5x cheaper per token.

xAI · Meituan · Updated for 2026

Which is better?

Grok-3 Mini outperforms in 1 benchmarks (GPQA), while LongCat-Flash-Thinking-2601 is better at 2 benchmarks (AIME 2025, LiveCodeBench). LongCat-Flash-Thinking-2601 shows notably better performance in the majority of benchmarks.

On price, Grok-3 Mini is roughly 1.5x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Based on current benchmark, pricing, and model metadata for 2026.

Choose Grok-3 Mini

  • cost matters — it's about 1.5x cheaper per token

Choose LongCat-Flash-Thinking-2601

  • you want the strongest raw capability — it leads on 2 of 3 shared benchmarks
  • you want the most recent training data — it shipped Jan 2026
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Benchmark wins
1 of 3
2 of 3
Input price
$0.30 / M
$0.30 / M
Output price
$0.50 / M
$1.20 / M
Context window
128,000
128,000
Released
Feb 2025
Jan 2026
License
Proprietary
MIT

Performance Benchmarks

Comparative analysis across standard metrics

3 benchmarks

Grok-3 Mini outperforms in 1 benchmarks (GPQA), while LongCat-Flash-Thinking-2601 is better at 2 benchmarks (AIME 2025, LiveCodeBench).

LongCat-Flash-Thinking-2601 shows notably better performance in the majority of benchmarks.

Tue Aug 25 2026 • llm-stats.com

Arena Performance

Playground indexes and blind preference scores

Pricing Analysis

Price comparison per million tokens

Grok-3 Mini costs less

For input processing, Grok-3 Mini ($0.30/1M tokens) costs the same as LongCat-Flash-Thinking-2601 ($0.30/1M tokens).

For output processing, Grok-3 Mini ($0.50/1M tokens) is 2.4x cheaper than LongCat-Flash-Thinking-2601 ($1.20/1M tokens).

In conclusion, LongCat-Flash-Thinking-2601 is more expensive than Grok-3 Mini.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Tue Aug 25 2026 • llm-stats.com
xAI
Grok-3 Mini
Input tokens$0.30
Output tokens$0.50
Best providerxAI
Meituan
LongCat-Flash-Thinking-2601
Input tokens$0.30
Output tokens$1.20
Best providerMeituan
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Both models have the same input context window of 128,000 tokens. LongCat-Flash-Thinking-2601 can generate longer responses up to 128,000 tokens, while Grok-3 Mini is limited to 8,000 tokens.

xAI
Grok-3 Mini
Input128,000 tokens
Output8,000 tokens
Meituan
LongCat-Flash-Thinking-2601
Input128,000 tokens
Output128,000 tokens
Tue Aug 25 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Grok-3 Mini supports multimodal inputs, whereas LongCat-Flash-Thinking-2601 does not.

Grok-3 Mini can handle both text and other forms of data like images, making it suitable for multimodal applications.

Grok-3 Mini

Text
Images
Audio
Video

LongCat-Flash-Thinking-2601

Text
Images
Audio
Video

License

Usage and distribution terms

Grok-3 Mini is licensed under a proprietary license, while LongCat-Flash-Thinking-2601 uses MIT.

License differences may affect how you can use these models in commercial or open-source projects.

Grok-3 Mini

Proprietary

Closed source

LongCat-Flash-Thinking-2601

MIT

Open weights

Release Timeline

When each model was launched

Grok-3 Mini was released on 2025-02-17, while LongCat-Flash-Thinking-2601 was released on 2026-01-14.

LongCat-Flash-Thinking-2601 is 11 months newer than Grok-3 Mini.

Grok-3 Mini

Feb 17, 2025

1.5 years ago

LongCat-Flash-Thinking-2601

Jan 14, 2026

7 months ago

11mo newer

Knowledge Cutoff

When training data ends

Grok-3 Mini has a documented knowledge cutoff of 2024-11-17, while LongCat-Flash-Thinking-2601's cutoff date is not specified.

We can confirm Grok-3 Mini's training data extends to 2024-11-17, but cannot make a direct comparison without LongCat-Flash-Thinking-2601's cutoff date.

Grok-3 Mini

Nov 2024

LongCat-Flash-Thinking-2601

Provider Availability

Grok-3 Mini is available from xAI. LongCat-Flash-Thinking-2601 is available from Meituan.

Grok-3 Mini

xai logo
xAI
Input Price:Input: $0.30/1MOutput Price:Output: $0.50/1M

LongCat-Flash-Thinking-2601

meituan logo
Meituan
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Grok-3 Mini and LongCat-Flash-Thinking-2601 side-by-side, then vote on the output you prefer.

Grok-3 Mini
✓ Preferred
LongCat-Flash-Thinking-2601
Open in Playground

FAQ

Common questions about Grok-3 Mini vs LongCat-Flash-Thinking-2601.

Which is better, Grok-3 Mini or LongCat-Flash-Thinking-2601?

LongCat-Flash-Thinking-2601 shows notably better performance in the majority of benchmarks. Grok-3 Mini is made by xAI and LongCat-Flash-Thinking-2601 is made by Meituan. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does Grok-3 Mini compare to LongCat-Flash-Thinking-2601 in benchmarks?

Grok-3 Mini scores AIME 2024: 95.8%, AIME 2025: 90.8%, GPQA: 84.0%, LiveCodeBench: 80.4%. LongCat-Flash-Thinking-2601 scores AIME 2025: 99.6%, Tau2 Telecom: 99.3%, Tau2 Retail: 88.6%, LiveCodeBench: 82.8%, GPQA: 80.5%.

Is Grok-3 Mini cheaper than LongCat-Flash-Thinking-2601?

Both models cost $0.30 per million input tokens.

What are the context window sizes for Grok-3 Mini and LongCat-Flash-Thinking-2601?

Grok-3 Mini supports 128K tokens and LongCat-Flash-Thinking-2601 supports 128K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Grok-3 Mini and LongCat-Flash-Thinking-2601?

Key differences include multimodal support (yes vs no), licensing (Proprietary vs MIT). See the full comparison above for benchmark-by-benchmark results.

Who makes Grok-3 Mini and LongCat-Flash-Thinking-2601?

Grok-3 Mini is developed by xAI and LongCat-Flash-Thinking-2601 is developed by Meituan.