head-to-head
Meta: Muse Spark 1.2 Contributor vs MiniMax: MiniMax M3
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.
| Meta: Muse Spark 1.2 Contributor | MiniMax: MiniMax M3 | |
|---|---|---|
| Vendor | meta | minimax |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 47.2 |
| Input Price | $0.10/M | $0.30/M |
| Output Price | $0.20/M | $1.20/M |
| Context Window | 1,048,576 | 1,048,576 |
| Max Output | 943,718 | 512,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
| Benchmark Scores | ||
| ai_index | - | 48.2 |
Who wins by task?
| Task | Meta: Muse Spark 1.2 Contributor | MiniMax: MiniMax M3 |
|---|---|---|
| SQL Generation | 134 | 139 |
| Code Review | 132 | 141 |
| Code Completion | 131 | 132 |
| Code Refactoring | 136 | 143 |
| Bug Fixing | 136 | 145 |
| Unit Test Generation | 124 | 129 |
| Code Documentation | 131 | 136 |
| Regex Writing | 119 | 124 |
| CI/CD Pipelines | 120 | 125 |
| Frontend Component Design | 122 | 127 |
| Data Analysis | 124 | 131 |
| CSV / Spreadsheet Cleanup | 134 | 135 |
| ETL Scripting | 128 | 134 |
| JSON Extraction | 131 | 131 |
| Bulk Data Labeling | 129 | 129 |
| OCR / Document Parsing | 131 | 133 |
| Table Extraction from PDFs | 131 | 133 |
| Long-Document Summarization | 138 | 145 |
| Short-Form Summarization | 123 | 126 |
| Blog Post Writing | 122 | 127 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →
Related comparisons
Cohere: Command A+ vs Meta: Muse Spark 1.2 Contributor
OpenAI: GPT-6 Luna Pro vs Meta: Muse Spark 1.2 Contributor
OpenAI: GPT-6 Luna Pro (batch) vs Meta: Muse Spark 1.2 Contributor
OpenAI: GPT-6 Luna vs Meta: Muse Spark 1.2 Contributor
OpenAI: GPT-6 Luna (batch) vs Meta: Muse Spark 1.2 Contributor
OpenAI: GPT-6 Sol Pro vs Meta: Muse Spark 1.2 Contributor
OpenAI: GPT-6 Sol Pro (batch) vs Meta: Muse Spark 1.2 Contributor
OpenAI: GPT-6 Sol vs Meta: Muse Spark 1.2 Contributor