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Inkling 2 Small vs LongCat-Flash-Thinking

Inkling 2 Small leads the LLM Stats Score 47.1 to 27.9. Inkling 2 Small is 1.1x cheaper per token.

Thinking Machines Lab · Meituan · Updated for 2026

Which is better?

Inkling 2 Small leads the overall LLM Stats Score 47.1 to 27.9, ranking #41 overall.

In the 2 individual benchmarks reported for both models, Inkling 2 Small wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, Inkling 2 Small is roughly 1.1x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Inkling 2 Small also accepts a larger context window (256,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Inkling 2 Small

  • overall performance matters — it scores 47.1 and ranks #41 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results
  • cost matters — it's about 1.1x cheaper per token
  • you process long inputs — it offers a 256,000 token context window
  • you want the most recent training data — it shipped Nov 2026

Choose LongCat-Flash-Thinking

  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
47.1
#41
27.9
#172
47.8
#26
28.1
#162
36.2
#35
13.7
#169
33.3
#39
12.6
#132
Cost, coverage & limits
Benchmark wins
2 of 2
0 of 2
Input price
$0.30 / M
$0.30 / M
Output price
$1.00 / M
$1.20 / M
Context window
256,000
128,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Inkling 2 Small
LongCat-Flash-Thinking
28.3#28
15.2#117
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

11 reported for Inkling 2 Small · 14 for LongCat-Flash-Thinking

2 shared

Inkling 2 Small outperforms in 2 benchmarks (GPQA, SWE-Bench Verified), while LongCat-Flash-Thinking is better at 0 benchmarks.

Inkling 2 Small significantly outperforms across most benchmarks.

Wed Nov 11 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Inkling 2 Small costs less

For input processing, Inkling 2 Small ($0.30/1M tokens) costs the same as LongCat-Flash-Thinking ($0.30/1M tokens).

For output processing, Inkling 2 Small ($1.00/1M tokens) is 1.2x cheaper than LongCat-Flash-Thinking ($1.20/1M tokens).

In conclusion, LongCat-Flash-Thinking is more expensive than Inkling 2 Small.*

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

Lowest available price from all providers
Wed Nov 11 2026 • llm-stats.com
Thinking Machines Lab
Inkling 2 Small
Input tokens$0.30
Output tokens$1.00
Best providerUnknown Organization
Meituan
LongCat-Flash-Thinking
Input tokens$0.30
Output tokens$1.20
Best providerMeituan
Notice missing or incorrect data?

Model Size

Parameter count comparison

34.0B diff

Inkling 2 Small has 34.0B more parameters than LongCat-Flash-Thinking, making it 6.1% larger.

Thinking Machines Lab
Inkling 2 Small
594.0Bparameters
Meituan
LongCat-Flash-Thinking
560.0Bparameters
594.0B
Inkling 2 Small
560.0B
LongCat-Flash-Thinking

Context Window

Maximum input and output token capacity

Inkling 2 Small accepts 256,000 input tokens compared to LongCat-Flash-Thinking's 128,000 tokens. Only LongCat-Flash-Thinking specifies output context (128,000 tokens).

Thinking Machines Lab
Inkling 2 Small
Input256,000 tokens
Output- tokens
Meituan
LongCat-Flash-Thinking
Input128,000 tokens
Output128,000 tokens
Wed Nov 11 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Inkling 2 Small supports multimodal inputs, whereas LongCat-Flash-Thinking does not.

Inkling 2 Small can handle both text and other forms of data like images, making it suitable for multimodal applications.

Inkling 2 Small

Text
Images
Audio
Video

LongCat-Flash-Thinking

Text
Images
Audio
Video

License

Usage and distribution terms

Inkling 2 Small 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.

Inkling 2 Small

Proprietary

Closed source

LongCat-Flash-Thinking

MIT

Open weights

Release Timeline

When each model was launched

Inkling 2 Small was released on 2026-11-05, while LongCat-Flash-Thinking was released on 2025-09-22.

Inkling 2 Small is 14 months newer than LongCat-Flash-Thinking.

Inkling 2 Small

Nov 5, 2026

4 days ago

1.1yr newer
LongCat-Flash-Thinking

Sep 22, 2025

1.1 years ago

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Inkling 2 Small is available from Thinking Machines Lab. LongCat-Flash-Thinking is available from Meituan.

Inkling 2 Small

thinking-machines logo
Unknown Organization
Input Price:Input: $0.30/1MOutput Price:Output: $1.00/1M

LongCat-Flash-Thinking

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?

Judge for yourself.

Run your own prompts against Inkling 2 Small and LongCat-Flash-Thinking side-by-side, then vote on the output you prefer.

Inkling 2 Small
✓ Preferred
LongCat-Flash-Thinking
Open in Playground

FAQ

Common questions about Inkling 2 Small vs LongCat-Flash-Thinking.

Which is better, Inkling 2 Small or LongCat-Flash-Thinking?

Inkling 2 Small leads the LLM Stats Score 47.1 to 27.9. Inkling 2 Small is made by Thinking Machines Lab and LongCat-Flash-Thinking is made by Meituan. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Inkling 2 Small compare to LongCat-Flash-Thinking in benchmarks?

Inkling 2 Small scores GPQA: 93.0%, BrowseComp: 90.2%, CharXiv-R: 85.6%, MCP Atlas: 85.0%, SWE-Bench Verified: 82.2%. LongCat-Flash-Thinking scores MATH-500: 99.2%, ZebraLogic: 95.5%, AIME 2024: 93.3%, AIME 2025: 90.6%, MMLU-Redux: 89.3%.

Is Inkling 2 Small cheaper than LongCat-Flash-Thinking?

Both models cost $0.30 per million input tokens.

What are the context window sizes for Inkling 2 Small and LongCat-Flash-Thinking?

Inkling 2 Small supports 256K tokens and LongCat-Flash-Thinking 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 Inkling 2 Small and LongCat-Flash-Thinking?

Key differences include LLM Stats Score (47.1 vs 27.9), context window (256K vs 128K), multimodal support (yes vs no), licensing (Proprietary vs MIT). See the full comparison above for benchmark-by-benchmark results.

Who makes Inkling 2 Small and LongCat-Flash-Thinking?

Inkling 2 Small is developed by Thinking Machines Lab and LongCat-Flash-Thinking is developed by Meituan.