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Inkling-Small vs Muse Spark 1.2

Inkling-Small and Muse Spark 1.2 are closely matched at 39.3 and 41.1 on the LLM Stats Score. Muse Spark 1.2 is 4.2x cheaper per token.

Thinking Machines Lab · Meta · Updated for 2026

Which is better?

Inkling-Small and Muse Spark 1.2 are closely matched on the overall LLM Stats Score at 39.3 and 41.1.

In the 1 individual benchmarks reported for both models, Muse Spark 1.2 wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, Muse Spark 1.2 is roughly 4.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Spark 1.2 also accepts a larger context window (1,048,576 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-Small

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

Choose Muse Spark 1.2

  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 4.2x cheaper per token
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Aug 2026

At a glance

The differences that matter most.

Core performance indexes
39.3
#53
41.1
#44
39.0
#52
34.4
#80
31.1
#45
33.3
#35
24.8
#45
29.3
#31
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.30 / M
$0.10 / M
Output price
$1.20 / M
$0.20 / M
Context window
256,000
1,048,576

Individual benchmarks

24 reported for Inkling-Small · 3 for Muse Spark 1.2

1 shared

Inkling-Small outperforms in 0 benchmarks, while Muse Spark 1.2 is better at 1 benchmark (Terminal-Bench 2.1).

Muse Spark 1.2 significantly outperforms across most benchmarks.

Fri Aug 28 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Muse Spark 1.2 costs less

For input processing, Inkling-Small ($0.30/1M tokens) is 3.0x more expensive than Muse Spark 1.2 ($0.10/1M tokens).

For output processing, Inkling-Small ($1.20/1M tokens) is 6.0x more expensive than Muse Spark 1.2 ($0.20/1M tokens).

In conclusion, Inkling-Small is more expensive than Muse Spark 1.2.*

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

Lowest available price from all providers
Fri Aug 28 2026 • llm-stats.com
Thinking Machines Lab
Inkling-Small
Input tokens$0.30
Output tokens$1.20
Best providerUnknown Organization
Meta
Muse Spark 1.2
Input tokens$0.10
Output tokens$0.20
Best providerMeta
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Muse Spark 1.2 accepts 1,048,576 input tokens compared to Inkling-Small's 256,000 tokens. Inkling-Small can generate longer responses up to 256,000 tokens, while Muse Spark 1.2 is limited to 131,072 tokens.

Thinking Machines Lab
Inkling-Small
Input256,000 tokens
Output256,000 tokens
Meta
Muse Spark 1.2
Input1,048,576 tokens
Output131,072 tokens
Fri Aug 28 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Inkling-Small and Muse Spark 1.2 support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Inkling-Small

Text
Images
Audio
Video

Muse Spark 1.2

Text
Images
Audio
Video

License

Usage and distribution terms

Inkling-Small is licensed under Apache 2.0, while Muse Spark 1.2 uses a proprietary license.

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

Inkling-Small

Apache 2.0

Open weights

Muse Spark 1.2

Proprietary

Closed source

Release Timeline

When each model was launched

Inkling-Small was released on 2026-07-30, while Muse Spark 1.2 was released on 2026-08-05.

Muse Spark 1.2 is 0 month newer than Inkling-Small.

Inkling-Small

Jul 30, 2026

4 weeks ago

Muse Spark 1.2

Aug 5, 2026

3 weeks ago

6d newer

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-Small is available from Thinking Machines Lab. Muse Spark 1.2 is available from Meta Model API.

Inkling-Small

thinking-machines logo
Unknown Organization
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M

Muse Spark 1.2

meta logo
Meta
Input Price:Input: $0.10/1MOutput Price:Output: $0.20/1M
* 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 Inkling-Small and Muse Spark 1.2 side-by-side, then vote on the output you prefer.

Inkling-Small
✓ Preferred
Muse Spark 1.2
Open in Playground

FAQ

Common questions about Inkling-Small vs Muse Spark 1.2.

Which is better, Inkling-Small or Muse Spark 1.2?

Inkling-Small and Muse Spark 1.2 are closely matched on the LLM Stats Score at 39.3 and 41.1. Inkling-Small is made by Thinking Machines Lab and Muse Spark 1.2 is made by Meta. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Inkling-Small compare to Muse Spark 1.2 in benchmarks?

Inkling-Small scores AIME 2026: 95.5%, VoiceBench Avg: 90.1%, GPQA: 89.5%, Global-MMLU-Lite: 86.7%, ARC-AGI: 84.0%. Muse Spark 1.2 scores Terminal-Bench 2.1: 82.9%, Meta Internal Coding Bench: 70.6%, DeepSWE 1.1: 59.3%.

Is Inkling-Small cheaper than Muse Spark 1.2?

Muse Spark 1.2 is 3.0x cheaper for input tokens. Inkling-Small costs $0.30/M input and $1.20/M output via thinking-machines. Muse Spark 1.2 costs $0.10/M input and $0.20/M output via meta.

What are the context window sizes for Inkling-Small and Muse Spark 1.2?

Inkling-Small supports 256K tokens and Muse Spark 1.2 supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Inkling-Small and Muse Spark 1.2?

Key differences include LLM Stats Score (39.3 vs 41.1), context window (256K vs 1.0M), input pricing ($0.30 vs $0.10/M), licensing (Apache 2.0 vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes Inkling-Small and Muse Spark 1.2?

Inkling-Small is developed by Thinking Machines Lab and Muse Spark 1.2 is developed by Meta.