head-to-head
Thinking Machines: Inkling (batch) vs xAI: Grok Latest
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-08.
| Thinking Machines: Inkling (batch) | xAI: Grok Latest | |
|---|---|---|
| Vendor | thinkingmachines | ~x-ai |
| Quality Score | 100 | 100 |
| Benchmark Score | 70.5 | 10.6 |
| Input Price | $0.50/M | $2.00/M |
| Output Price | $2.02/M | $6.00/M |
| Context Window | 524,288 | 500,000 |
| Max Output | - | - |
| Tool Calling | ✓ | ✓ |
| Structured Output | - | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
| Benchmark Scores | ||
| ai_index | 69.8 | 12.0 |
| ai_index_agentic | 56.3 | - |
| ai_index_coding | 85.9 | - |
Who wins by task?
| Task | Thinking Machines: Inkling (batch) | xAI: Grok Latest |
|---|---|---|
| SQL Generation | 156 | 134 |
| Code Review | 156 | 134 |
| Code Completion | 132 | 118 |
| Code Refactoring | 154 | 137 |
| Bug Fixing | 171 | 138 |
| Unit Test Generation | 140 | 125 |
| Code Documentation | 141 | 131 |
| Regex Writing | 133 | 119 |
| CI/CD Pipelines | 136 | 121 |
| Frontend Component Design | 138 | 123 |
| Data Analysis | 157 | 125 |
| CSV / Spreadsheet Cleanup | 139 | 133 |
| ETL Scripting | 145 | 129 |
| JSON Extraction | 134 | 122 |
| Bulk Data Labeling | 130 | 119 |
| OCR / Document Parsing | 136 | 131 |
| Table Extraction from PDFs | 136 | 131 |
| Long-Document Summarization | 155 | 139 |
| Short-Form Summarization | 130 | 115 |
| Blog Post Writing | 136 | 122 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →
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