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Inkling 2 Small vs QwQ-32B-Preview

Inkling 2 Small leads the LLM Stats Score 47.2 to 8.4. QwQ-32B-Preview is 2.9x cheaper per token.

Thinking Machines Lab · Alibaba Cloud / Qwen Team · Updated for 2026

Which is better?

Inkling 2 Small leads the overall LLM Stats Score 47.2 to 8.4, ranking #40 overall.

In the 1 individual benchmarks reported for both models, Inkling 2 Small wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, QwQ-32B-Preview is roughly 2.9x 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 47.2 and ranks #40 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you process long inputs — it offers a 256,000 token context window
  • you want the most recent training data — it shipped Nov 2026

Choose QwQ-32B-Preview

  • cost matters — it's about 2.9x cheaper per token
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
47.2
#40
8.4
#317
48.0
#26
8.7
#309
36.1
#32
4.3
#247
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
$0.30 / M
$0.15 / M
Output price
$1.00 / M
$0.20 / M
Context window
256,000
32,768

Individual benchmarks

11 reported for Inkling 2 Small · 4 for QwQ-32B-Preview

1 shared

Inkling 2 Small outperforms in 1 benchmarks (GPQA), while QwQ-32B-Preview is better at 0 benchmarks.

Inkling 2 Small significantly outperforms across most benchmarks.

Thu Nov 12 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

QwQ-32B-Preview costs less

For input processing, Inkling 2 Small ($0.30/1M tokens) is 2.0x more expensive than QwQ-32B-Preview ($0.15/1M tokens).

For output processing, Inkling 2 Small ($1.00/1M tokens) is 5.0x more expensive than QwQ-32B-Preview ($0.20/1M tokens).

In conclusion, Inkling 2 Small is more expensive than QwQ-32B-Preview.*

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

Lowest available price from all providers
Thu Nov 12 2026 • llm-stats.com
Thinking Machines Lab
Inkling 2 Small
Input tokens$0.30
Output tokens$1.00
Best providerUnknown Organization
Alibaba Cloud / Qwen Team
QwQ-32B-Preview
Input tokens$0.15
Output tokens$0.20
Best providerDeepinfra
Notice missing or incorrect data?

Model Size

Parameter count comparison

561.5B diff

Inkling 2 Small has 561.5B more parameters than QwQ-32B-Preview, making it 1727.7% larger.

Thinking Machines Lab
Inkling 2 Small
594.0Bparameters
Alibaba Cloud / Qwen Team
QwQ-32B-Preview
32.5Bparameters
594.0B
Inkling 2 Small
32.5B
QwQ-32B-Preview

Context Window

Maximum input and output token capacity

Inkling 2 Small accepts 256,000 input tokens compared to QwQ-32B-Preview's 32,768 tokens. Only QwQ-32B-Preview specifies output context (32,768 tokens).

Thinking Machines Lab
Inkling 2 Small
Input256,000 tokens
Output- tokens
Alibaba Cloud / Qwen Team
QwQ-32B-Preview
Input32,768 tokens
Output32,768 tokens
Thu Nov 12 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Inkling 2 Small supports multimodal inputs, whereas QwQ-32B-Preview 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

QwQ-32B-Preview

Text
Images
Audio
Video

License

Usage and distribution terms

Inkling 2 Small is licensed under a proprietary license, while QwQ-32B-Preview uses Apache 2.0.

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

Inkling 2 Small

Proprietary

Closed source

QwQ-32B-Preview

Apache 2.0

Open weights

Release Timeline

When each model was launched

Inkling 2 Small was released on 2026-11-05, while QwQ-32B-Preview was released on 2024-11-28.

Inkling 2 Small is 24 months newer than QwQ-32B-Preview.

Inkling 2 Small

Nov 5, 2026

1 weeks ago

1.9yr newer
QwQ-32B-Preview

Nov 28, 2024

2.0 years ago

Knowledge Cutoff

When training data ends

QwQ-32B-Preview has a documented knowledge cutoff of 2024-11-28, while Inkling 2 Small's cutoff date is not specified.

We can confirm QwQ-32B-Preview's training data extends to 2024-11-28, but cannot make a direct comparison without Inkling 2 Small's cutoff date.

Inkling 2 Small

—

QwQ-32B-Preview

Nov 2024

Provider Availability

Inkling 2 Small is available from Thinking Machines Lab. QwQ-32B-Preview is available from DeepInfra, Hyperbolic, Fireworks, Together.

Inkling 2 Small

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

QwQ-32B-Preview

deepinfra logo
Deepinfra
Input Price:Input: $0.15/1MOutput Price:Output: $0.60/1M
hyperbolic logo
Hyperbolic
Input Price:Input: $0.20/1MOutput Price:Output: $0.20/1M
fireworks logo
Fireworks
Input Price:Input: $0.89/1MOutput Price:Output: $0.89/1M
together logo
Together
Input Price:Input: $1.20/1MOutput 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 QwQ-32B-Preview side-by-side, then vote on the output you prefer.

Inkling 2 Small
✓ Preferred
QwQ-32B-Preview
Open in Playground

FAQ

Common questions about Inkling 2 Small vs QwQ-32B-Preview.

Which is better, Inkling 2 Small or QwQ-32B-Preview?

Inkling 2 Small leads the LLM Stats Score 47.2 to 8.4. Inkling 2 Small is made by Thinking Machines Lab and QwQ-32B-Preview is made by Alibaba Cloud / Qwen Team. 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 QwQ-32B-Preview 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%. QwQ-32B-Preview scores MATH-500: 90.6%, GPQA: 65.2%, AIME 2024: 50.0%, LiveCodeBench: 50.0%.

Is Inkling 2 Small cheaper than QwQ-32B-Preview?

QwQ-32B-Preview is 2.0x cheaper for input tokens. Inkling 2 Small costs $0.30/M input and $1.00/M output via thinking-machines. QwQ-32B-Preview costs $0.15/M input and $0.20/M output via deepinfra.

What are the context window sizes for Inkling 2 Small and QwQ-32B-Preview?

Inkling 2 Small supports 256K tokens and QwQ-32B-Preview supports 33K 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 QwQ-32B-Preview?

Key differences include LLM Stats Score (47.2 vs 8.4), context window (256K vs 33K), input pricing ($0.30 vs $0.15/M), multimodal support (yes vs no), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Inkling 2 Small and QwQ-32B-Preview?

Inkling 2 Small is developed by Thinking Machines Lab and QwQ-32B-Preview is developed by Alibaba Cloud / Qwen Team.