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GLM-5.2 vs Muse Spark 1.2

GLM-5.2 and Muse Spark 1.2 are closely matched at 46.5 and 41.1 on the LLM Stats Score. Muse Spark 1.2 is 11.7x cheaper per token.

Zhipu AI · Meta · Updated for 2026

Which is better?

GLM-5.2 and Muse Spark 1.2 are closely matched on the overall LLM Stats Score at 46.5 and 41.1.

In the 2 individual benchmarks reported for both models, Muse Spark 1.2 wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, Muse Spark 1.2 is roughly 11.7x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

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

Choose GLM-5.2

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

Choose Muse Spark 1.2

  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results
  • cost matters — it's about 11.7x cheaper per token
  • you want the most recent training data — it shipped Aug 2026

At a glance

The differences that matter most.

Core performance indexes
46.5
#22
41.1
#44
45.8
#22
34.4
#80
38.1
#21
33.3
#35
32.0
#25
29.3
#31
Cost, coverage & limits
Benchmark wins
0 of 2
2 of 2
Input price
$0.95 / M
$0.10 / M
Output price
$3.00 / M
$0.20 / M
Context window
1,048,576
1,048,576

Individual benchmarks

19 reported for GLM-5.2 · 3 for Muse Spark 1.2

2 shared

GLM-5.2 outperforms in 0 benchmarks, while Muse Spark 1.2 is better at 2 benchmarks (DeepSWE 1.1, 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, GLM-5.2 ($0.95/1M tokens) is 9.5x more expensive than Muse Spark 1.2 ($0.10/1M tokens).

For output processing, GLM-5.2 ($3.00/1M tokens) is 15.0x more expensive than Muse Spark 1.2 ($0.20/1M tokens).

In conclusion, GLM-5.2 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
Zhipu AI
GLM-5.2
Input tokens$0.95
Output tokens$3.00
Best providerDeepinfra
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

Both models have the same input context window of 1,048,576 tokens. Both models can generate responses up to 131,072 tokens.

Zhipu AI
GLM-5.2
Input1,048,576 tokens
Output131,072 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

Muse Spark 1.2 supports multimodal inputs, whereas GLM-5.2 does not.

Muse Spark 1.2 can handle both text and other forms of data like images, making it suitable for multimodal applications.

GLM-5.2

Text
Images
Audio
Video

Muse Spark 1.2

Text
Images
Audio
Video

License

Usage and distribution terms

GLM-5.2 is licensed under MIT, 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.

GLM-5.2

MIT

Open weights

Muse Spark 1.2

Proprietary

Closed source

Release Timeline

When each model was launched

GLM-5.2 was released on 2026-06-16, while Muse Spark 1.2 was released on 2026-08-05.

Muse Spark 1.2 is 2 months newer than GLM-5.2.

GLM-5.2

Jun 16, 2026

2 months ago

Muse Spark 1.2

Aug 5, 2026

3 weeks ago

1mo 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

GLM-5.2 is available from DeepInfra, Fireworks, FriendliAI, Novita, Together, ZAI. Muse Spark 1.2 is available from Meta Model API.

GLM-5.2

deepinfra logo
Deepinfra
Input Price:Input: $0.95/1MOutput Price:Output: $3.00/1M
fireworks logo
Fireworks
Input Price:Input: $1.40/1MOutput Price:Output: $4.40/1M
friendli logo
FriendliAI
Input Price:Input: $1.40/1MOutput Price:Output: $4.40/1M
novita logo
Novita
Input Price:Input: $1.40/1MOutput Price:Output: $4.40/1M
together logo
Together
Input Price:Input: $1.40/1MOutput Price:Output: $4.40/1M
z logo
Unknown Organization
Input Price:Input: $1.40/1MOutput Price:Output: $4.40/1M

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 GLM-5.2 and Muse Spark 1.2 side-by-side, then vote on the output you prefer.

GLM-5.2
✓ Preferred
Muse Spark 1.2
Open in Playground

FAQ

Common questions about GLM-5.2 vs Muse Spark 1.2.

Which is better, GLM-5.2 or Muse Spark 1.2?

GLM-5.2 and Muse Spark 1.2 are closely matched on the LLM Stats Score at 46.5 and 41.1. GLM-5.2 is made by Zhipu AI 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 GLM-5.2 compare to Muse Spark 1.2 in benchmarks?

GLM-5.2 scores AIME 2026: 99.2%, HMMT 2025: 94.4%, HMMT Feb 26: 92.5%, GPQA: 91.2%, IMO-AnswerBench: 91.0%. Muse Spark 1.2 scores Terminal-Bench 2.1: 82.9%, Meta Internal Coding Bench: 70.6%, DeepSWE 1.1: 59.3%.

Is GLM-5.2 cheaper than Muse Spark 1.2?

Muse Spark 1.2 is 9.5x cheaper for input tokens. GLM-5.2 costs $0.95/M input and $3.00/M output via deepinfra. Muse Spark 1.2 costs $0.10/M input and $0.20/M output via meta.

What are the context window sizes for GLM-5.2 and Muse Spark 1.2?

GLM-5.2 supports 1.0M 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 GLM-5.2 and Muse Spark 1.2?

Key differences include LLM Stats Score (46.5 vs 41.1), input pricing ($0.95 vs $0.10/M), multimodal support (no vs yes), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes GLM-5.2 and Muse Spark 1.2?

GLM-5.2 is developed by Zhipu AI and Muse Spark 1.2 is developed by Meta.