head-to-head
inclusionAI: Ling 3.0 Flash vs MiniMax: MiniMax M3
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.
| inclusionAI: Ling 3.0 Flash | MiniMax: MiniMax M3 | |
|---|---|---|
| Vendor | inclusionai | minimax |
| Quality Score | 100 | 100 |
| Benchmark Score | 39.3 | 47.2 |
| Input Price | $0.02/M | $0.30/M |
| Output Price | $0.06/M | $1.20/M |
| Context Window | 262,144 | 1,048,576 |
| Max Output | 32,768 | 512,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | - | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | 41.1 | 48.2 |
Who wins by task?
| Task | inclusionAI: Ling 3.0 Flash | MiniMax: MiniMax M3 |
|---|---|---|
| SQL Generation | 136 | 139 |
| Code Review | 134 | 141 |
| Code Completion | 130 | 132 |
| Code Refactoring | 134 | 143 |
| Bug Fixing | 138 | 145 |
| Unit Test Generation | 126 | 129 |
| Code Documentation | 130 | 136 |
| Regex Writing | 124 | 124 |
| CI/CD Pipelines | 122 | 125 |
| Frontend Component Design | 96 | 127 |
| Data Analysis | 130 | 131 |
| CSV / Spreadsheet Cleanup | 130 | 135 |
| ETL Scripting | 128 | 134 |
| JSON Extraction | 132 | 131 |
| Bulk Data Labeling | 130 | 129 |
| OCR / Document Parsing | 85 | 133 |
| Table Extraction from PDFs | 85 | 133 |
| Long-Document Summarization | 136 | 145 |
| Short-Form Summarization | 126 | 126 |
| Blog Post Writing | 124 | 127 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →
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