head-to-head

Meta: Muse Spark 1.2 Contributor vs Qwen: Qwen3.8 27B

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-22.

Meta: Muse Spark 1.2 Contributor Qwen: Qwen3.8 27B
Vendormetaqwen
Quality Score100100
Benchmark Score-90.0
Input Price$0.10/M$0.45/M
Output Price$0.20/M$3.20/M
Context Window1,048,5761,000,000
Max Output-131,072
Tool Calling
Structured Output
Reasoning Mode
Vision
Audio-
Benchmark Scores
ai_index-85.8
ai_index_agentic-83.9
ai_index_coding-100.0

Who wins by task?

TaskMeta: Muse Spark 1.2 ContributorQwen: Qwen3.8 27B
SQL Generation 134 172
Code Review 132 167
Code Completion 131 133
Code Refactoring 136 164
Bug Fixing 136 181
Unit Test Generation 124 155
Code Documentation 131 143
Regex Writing 119 136
CI/CD Pipelines 120 145
Frontend Component Design 122 147
Data Analysis 124 172
CSV / Spreadsheet Cleanup 134 154
ETL Scripting 128 154
JSON Extraction 131 148
Bulk Data Labeling 129 134
OCR / Document Parsing 131 147
Table Extraction from PDFs 131 147
Long-Document Summarization 138 160
Short-Form Summarization 123 132
Blog Post Writing 122 141

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

Related comparisons

Meta: Muse Spark 1.2 Contributor vs DeepSeek: DeepSeek V4 Flash Vision Exp Meta: Muse Spark 1.2 Contributor vs Ox Alpha Meta: Muse Spark 1.2 Contributor vs Google: Gemini 3.7 Flash Meta: Muse Spark 1.2 Contributor vs Google: Gemini 3.7 Flash (batch) Meta: Muse Spark 1.2 Contributor vs ByteDance Seed: Seed 2.1 Turbo Meta: Muse Spark 1.2 Contributor vs ByteDance Seed: Seed-2.0-Code Meta: Muse Spark 1.2 Contributor vs SpaceXAI: Grok 4.6 Meta: Muse Spark 1.2 Contributor vs Sakana: Sakana Namazu