head-to-head
Thinking Machines: Inkling vs MiniMax: MiniMax M3
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-07-18.
| Thinking Machines: Inkling | MiniMax: MiniMax M3 | |
|---|---|---|
| Vendor | thinkingmachines | minimax |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 78.0 |
| Input Price | $1.00/M | $0.30/M |
| Output Price | $4.05/M | $1.20/M |
| Context Window | 1,048,576 | 1,048,576 |
| Max Output | - | 512,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | - | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
| Benchmark Scores | ||
| ai_index | - | 73.3 |
| ai_index_agentic | - | 58.3 |
| ai_index_coding | - | 96.6 |
Who wins by task?
| Task | Thinking Machines: Inkling | MiniMax: MiniMax M3 |
|---|---|---|
| SQL Generation | 125 | 167 |
| Code Review | 128 | 162 |
| Code Completion | 119 | 133 |
| Code Refactoring | 132 | 160 |
| Bug Fixing | 136 | 173 |
| Unit Test Generation | 116 | 151 |
| Code Documentation | 131 | 142 |
| Regex Writing | 119 | 134 |
| CI/CD Pipelines | 116 | 141 |
| Frontend Component Design | 118 | 143 |
| Data Analysis | 120 | 164 |
| CSV / Spreadsheet Cleanup | 121 | 153 |
| ETL Scripting | 124 | 151 |
| JSON Extraction | 111 | 147 |
| Bulk Data Labeling | 116 | 135 |
| OCR / Document Parsing | 123 | 145 |
| Table Extraction from PDFs | 123 | 145 |
| Long-Document Summarization | 137 | 156 |
| Short-Form Summarization | 115 | 131 |
| Blog Post Writing | 121 | 138 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →
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