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GLM-4.7-Flash vs Muse Spark 1.3

Muse Spark 1.3 leads the LLM Stats Score 55.3 to 23.8. Muse Spark 1.3 is 1.2x cheaper per token.

Zhipu AI · Meta · Updated for 2026

Which is better?

Muse Spark 1.3 leads the overall LLM Stats Score 55.3 to 23.8, ranking #5 overall.

On price, Muse Spark 1.3 is roughly 1.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Muse Spark 1.3 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 GLM-4.7-Flash

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

Choose Muse Spark 1.3

  • overall performance matters — it scores 55.3 and ranks #5 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • cost matters — it's about 1.2x 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 Sep 2026

At a glance

The differences that matter most.

Core performance indexes
23.8
#163
55.3
#5
23.8
#153
52.8
#7
4.6
#199
41.7
#10
4.9
#141
40.4
#4
Cost, coverage & limits
Benchmark wins
Input price
$0.07 / M
$0.10 / M
Output price
$0.40 / M
$0.20 / M
Context window
128,000
1,048,576

Individual benchmarks

6 reported for GLM-4.7-Flash · 11 for Muse Spark 1.3

No common benchmarks found

GLM-4.7-Flash and Muse Spark 1.3don't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Muse Spark 1.3 costs less

For input processing, GLM-4.7-Flash ($0.07/1M tokens) is 1.4x cheaper than Muse Spark 1.3 ($0.10/1M tokens).

For output processing, GLM-4.7-Flash ($0.40/1M tokens) is 2.0x more expensive than Muse Spark 1.3 ($0.20/1M tokens).

In conclusion, GLM-4.7-Flash is more expensive than Muse Spark 1.3.*

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

Lowest available price from all providers
Fri Sep 04 2026 • llm-stats.com
Zhipu AI
GLM-4.7-Flash
Input tokens$0.07
Output tokens$0.40
Best providerUnknown Organization
Meta
Muse Spark 1.3
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 1.3 accepts 1,048,576 input tokens compared to GLM-4.7-Flash's 128,000 tokens. Muse Spark 1.3 can generate longer responses up to 943,718 tokens, while GLM-4.7-Flash is limited to 16,384 tokens.

Zhipu AI
GLM-4.7-Flash
Input128,000 tokens
Output16,384 tokens
Meta
Muse Spark 1.3
Input1,048,576 tokens
Output943,718 tokens
Fri Sep 04 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Muse Spark 1.3 supports multimodal inputs, whereas GLM-4.7-Flash does not.

Muse Spark 1.3 can handle both text and other forms of data like images, making it suitable for multimodal applications.

GLM-4.7-Flash

Text
Images
Audio
Video

Muse Spark 1.3

Text
Images
Audio
Video

License

Usage and distribution terms

GLM-4.7-Flash is licensed under MIT, while Muse Spark 1.3 uses a proprietary license.

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

GLM-4.7-Flash

MIT

Open weights

Muse Spark 1.3

Proprietary

Closed source

Release Timeline

When each model was launched

GLM-4.7-Flash was released on 2026-01-19, while Muse Spark 1.3 was released on 2026-09-02.

Muse Spark 1.3 is 8 months newer than GLM-4.7-Flash.

GLM-4.7-Flash

Jan 19, 2026

7 months ago

Muse Spark 1.3

Sep 2, 2026

1 days ago

7mo 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-4.7-Flash is available from ZAI. Muse Spark 1.3 is available from Meta Model API.

GLM-4.7-Flash

z logo
Unknown Organization
Input Price:Input: $0.07/1MOutput Price:Output: $0.40/1M

Muse Spark 1.3

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-4.7-Flash and Muse Spark 1.3 side-by-side, then vote on the output you prefer.

GLM-4.7-Flash
✓ Preferred
Muse Spark 1.3
Open in Playground

FAQ

Common questions about GLM-4.7-Flash vs Muse Spark 1.3.

Which is better, GLM-4.7-Flash or Muse Spark 1.3?

Muse Spark 1.3 leads the LLM Stats Score 55.3 to 23.8. GLM-4.7-Flash is made by Zhipu AI and Muse Spark 1.3 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-4.7-Flash compare to Muse Spark 1.3 in benchmarks?

GLM-4.7-Flash scores AIME 2025: 91.6%, Tau-bench: 79.5%, GPQA: 75.2%, SWE-Bench Verified: 59.2%, BrowseComp: 42.8%. Muse Spark 1.3 scores MRCR v2 (8-needle): 98.5%, MRCR v2 (8-needle, 512K-1M): 98.1%, DeepSearchQA: 89.4%, Terminal-Bench 2.1: 88.8%, DeepSWE 1.1: 75.4%.

Is GLM-4.7-Flash cheaper than Muse Spark 1.3?

GLM-4.7-Flash is 1.4x cheaper for input tokens. GLM-4.7-Flash costs $0.07/M input and $0.40/M output via z. Muse Spark 1.3 costs $0.10/M input and $0.20/M output via meta.

What are the context window sizes for GLM-4.7-Flash and Muse Spark 1.3?

GLM-4.7-Flash supports 128K tokens and Muse Spark 1.3 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-4.7-Flash and Muse Spark 1.3?

Key differences include LLM Stats Score (23.8 vs 55.3), context window (128K vs 1.0M), input pricing ($0.07 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-4.7-Flash and Muse Spark 1.3?

GLM-4.7-Flash is developed by Zhipu AI and Muse Spark 1.3 is developed by Meta.