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Z.ai: GLM 5.3 Flash vs Meta: Muse Spark 1.2

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-27.

Z.ai: GLM 5.3 Flash Meta: Muse Spark 1.2
Vendorz-aimeta
Quality Score100100
Benchmark Score97.492.4
Input Price$0.07/M$1.25/M
Output Price$0.25/M$4.25/M
Context Window1,310,7201,048,576
Max Output131,072943,718
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio-✓
Benchmark Scores
ai_index94.893.7
ai_index_agentic96.081.4
ai_index_coding100.0100.0

Who wins by task?

TaskZ.ai: GLM 5.3 FlashMeta: Muse Spark 1.2
SQL Generation 175 173
Code Review 170 168
Code Completion 133 120
Code Refactoring 166 165
Bug Fixing 186 182
Unit Test Generation 157 155
Code Documentation 145 143
Regex Writing 139 137
CI/CD Pipelines 147 145
Frontend Component Design 149 147
Data Analysis 176 173
CSV / Spreadsheet Cleanup 155 154
ETL Scripting 157 155
JSON Extraction 149 140
Bulk Data Labeling 135 126
OCR / Document Parsing 147 147
Table Extraction from PDFs 147 147
Long-Document Summarization 162 161
Short-Form Summarization 133 124
Blog Post Writing 143 141

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

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