Meta: Muse Spark 1.2 Contributor vs MoonshotAI: Kimi K3
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-06.
| Meta: Muse Spark 1.2 Contributor | MoonshotAI: Kimi K3 | |
|---|---|---|
| Vendor | meta | moonshotai |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 73.9 |
| Input Price | $0.10/M | $0.95/M |
| Output Price | $0.20/M | $14.00/M |
| Context Window | 1,048,576 | 1,048,576 |
| Max Output | 943,718 | 943,718 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | - | 71.9 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Muse Spark 1.2 Contributor costs $0.15 and Kimi K3 costs $4.45, so Muse Spark 1.2 Contributor is about 29.7 times cheaper for the same work.
Both read up to 1,048,576 tokens at once, roughly 1,573 pages of text.
Across the 20 tasks where they differ, Muse Spark 1.2 Contributor scores higher on 3 (Code Completion, JSON Extraction, Bulk Data Labeling), Kimi K3 on 17 (SQL Generation, Code Review, Code Refactoring and others).
Muse Spark 1.2 Contributor was released in August 2026 and Kimi K3 in July 2026.
Pick Muse Spark 1.2 Contributor if you need lower cost; pick Kimi K3 if you need the stronger all-round task scores.
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?
| Task | Meta: Muse Spark 1.2 Contributor | MoonshotAI: Kimi K3 |
|---|---|---|
| SQL Generation | 134 | 141 |
| Code Review | 132 | 145 |
| Code Completion | 131 | 130 |
| Code Refactoring | 136 | 147 |
| Bug Fixing | 136 | 149 |
| Unit Test Generation | 124 | 132 |
| Code Documentation | 131 | 135 |
| Regex Writing | 119 | 124 |
| CI/CD Pipelines | 120 | 128 |
| Frontend Component Design | 122 | 130 |
| Data Analysis | 124 | 134 |
| CSV / Spreadsheet Cleanup | 134 | 135 |
| ETL Scripting | 128 | 138 |
| JSON Extraction | 131 | 129 |
| Bulk Data Labeling | 129 | 125 |
| OCR / Document Parsing | 131 | 134 |
| Table Extraction from PDFs | 131 | 134 |
| Long-Document Summarization | 138 | 148 |
| Short-Form Summarization | 123 | 124 |
| Blog Post Writing | 122 | 129 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →