GLM-5.3 Flash vs Muse Spark 1.2: Specs & Benchmark Comparison

CharacteristicGLM-5.3 FlashMuse Spark 1.2
CompanyZhipu AIMeta
Release DateAugust 26, 2026August 5, 2026
Parameters320B
MultimodalYesYes
Context (input)1.0M1.0M
Context (output)131K131K
Input Price / 1M$0.15$0.10
Output Price / 1M$0.50$0.20
Average Score0.60.7
Benchmarks
DeepSWE 1.10.60.6
Terminal-Bench 2.10.80.8

Visual Benchmark Comparison

GLM-5.3 Flash
Muse Spark 1.2
DeepSWE 1.10.6 vs 0.6
0.6
0.6
Terminal-Bench 2.10.8 vs 0.8
0.8
0.8

Verdict

GLM-5.3 Flash leads in 2 out of 4 comparison categories.

Overall Performance

Both models show comparable average scores: GLM-5.3 Flash — 0.6, Muse Spark 1.2 — 0.7.

API Cost

Muse Spark 1.2 is 2.2x cheaper: input $0.10/1M vs $0.15/1M tokens.

Context Window

GLM-5.3 Flash supports a larger context: 1M vs 1M tokens.

Recency

GLM-5.3 Flash is newer: released 8/26/2026 vs 8/5/2026.

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Frequently Asked Questions

Which is better for coding — GLM-5.3 Flash or Muse Spark 1.2?
Direct comparison on the SWE-Bench benchmark is not available. We recommend reviewing other metrics on the comparison page.
Which model is cheaper — GLM-5.3 Flash or Muse Spark 1.2?
Muse Spark 1.2 is cheaper for input: $0.10 per 1M tokens vs $0.15.
Which has a larger context window — GLM-5.3 Flash or Muse Spark 1.2?
GLM-5.3 Flash supports a larger context: 1,048,576 tokens vs 1,000,000.

The GLM-5.3 Flash and Muse Spark 1.2 comparison is updated for 2026. Data includes benchmark results, API pricing, context window size and other specifications. For more detailed information, visit the GLM-5.3 Flash or Muse Spark 1.2 page. See also the complete list of AI model comparisons.