head-to-head
Ox Alpha vs Thinking Machines: Inkling (batch)
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-21.
| Ox Alpha | Thinking Machines: Inkling (batch) | |
|---|---|---|
| Vendor | stealth | thinkingmachines |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 70.5 |
| Input Price | Free | $1.00/M |
| Output Price | Free | $4.05/M |
| Context Window | 1,048,576 | 524,288 |
| Max Output | 131,072 | - |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | - |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | ✓ |
| Benchmark Scores | ||
| ai_index | - | 69.8 |
| ai_index_agentic | - | 56.3 |
| ai_index_coding | - | 85.9 |
Who wins by task?
| Task | Ox Alpha | Thinking Machines: Inkling (batch) |
|---|---|---|
| SQL Generation | 134 | 156 |
| Code Review | 132 | 156 |
| Code Completion | 132 | 120 |
| Code Refactoring | 136 | 154 |
| Bug Fixing | 136 | 171 |
| Unit Test Generation | 124 | 140 |
| Code Documentation | 132 | 140 |
| Regex Writing | 120 | 132 |
| CI/CD Pipelines | 120 | 136 |
| Frontend Component Design | 122 | 138 |
| Data Analysis | 124 | 157 |
| CSV / Spreadsheet Cleanup | 134 | 138 |
| ETL Scripting | 128 | 145 |
| JSON Extraction | 132 | 125 |
| Bulk Data Labeling | 130 | 121 |
| OCR / Document Parsing | 131 | 136 |
| Table Extraction from PDFs | 131 | 136 |
| Long-Document Summarization | 138 | 155 |
| Short-Form Summarization | 124 | 121 |
| Blog Post Writing | 122 | 136 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →