head-to-head

Meta: Muse Spark 1.3 vs Z.ai: GLM 5.3 Flash

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-19.

Meta: Muse Spark 1.3 Z.ai: GLM 5.3 Flash
Vendormetaz-ai
Quality Score100100
Benchmark Score81.769.6
Input Price$1.25/M$0.05/M
Output Price$4.25/M$0.20/M
Context Window1,048,5761,048,576
Max Output943,718943,718
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index79.469.0

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, GLM 5.3 Flash costs $0.098 and Muse Spark 1.3 costs $2.31, so GLM 5.3 Flash is about 23.6 times cheaper for the same work.

Both read up to 1,048,576 tokens at once, roughly 1,573 pages of text.

On our blended benchmark score Muse Spark 1.3 leads 81.7 to 69.6.

Across the 20 tasks where they differ, Muse Spark 1.3 scores higher on 13 (SQL Generation, Code Review, Code Refactoring and others), GLM 5.3 Flash on 7 (Code Completion, Code Documentation, Regex Writing and others).

Muse Spark 1.3 was released in September 2026 and GLM 5.3 Flash in August 2026.

Pick Muse Spark 1.3 if you need benchmark performance; pick GLM 5.3 Flash if you need lower cost.

Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.

Who wins by task?

TaskMeta: Muse Spark 1.3Z.ai: GLM 5.3 Flash
SQL Generation 143 142
Code Review 147 145
Code Completion 120 133
Code Refactoring 148 147
Bug Fixing 151 149
Unit Test Generation 133 132
Code Documentation 138 138
Regex Writing 126 126
CI/CD Pipelines 129 128
Frontend Component Design 131 130
Data Analysis 135 134
CSV / Spreadsheet Cleanup 136 136
ETL Scripting 139 137
JSON Extraction 122 132
Bulk Data Labeling 120 129
OCR / Document Parsing 135 134
Table Extraction from PDFs 135 134
Long-Document Summarization 150 149
Short-Form Summarization 118 127
Blog Post Writing 131 130

Scores reflect capability match + benchmark data + pricing for each task. Methodology →

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