head-to-head
Thinking Machines: Inkling vs OpenAI: GPT-5.5 (batch)
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-07-29.
| Thinking Machines: Inkling | OpenAI: GPT-5.5 (batch) | |
|---|---|---|
| Vendor | thinkingmachines | openai |
| Quality Score | 100 | 100 |
| Benchmark Score | 69.7 | 92.6 |
| Input Price | $1.00/M | $2.50/M |
| Output Price | $4.05/M | $15.00/M |
| Context Window | 1,048,576 | 1,050,000 |
| Max Output | - | 128,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | - | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
| Benchmark Scores | ||
| ai_index | 67.2 | 90.5 |
| ai_index_agentic | 53.4 | 74.0 |
| ai_index_coding | 85.9 | 100.0 |
| eqbench | - | 82.4 |
Who wins by task?
| Task | Thinking Machines: Inkling | OpenAI: GPT-5.5 (batch) |
|---|---|---|
| SQL Generation | 155 | 176 |
| Code Review | 155 | 177 |
| Code Completion | 120 | 120 |
| Code Refactoring | 154 | 175 |
| Bug Fixing | 170 | 190 |
| Unit Test Generation | 140 | 160 |
| Code Documentation | 140 | 147 |
| Regex Writing | 132 | 137 |
| CI/CD Pipelines | 135 | 150 |
| Frontend Component Design | 137 | 150 |
| Data Analysis | 156 | 175 |
| CSV / Spreadsheet Cleanup | 138 | 158 |
| ETL Scripting | 144 | 163 |
| JSON Extraction | 125 | 137 |
| Bulk Data Labeling | 121 | 122 |
| OCR / Document Parsing | 136 | 149 |
| Table Extraction from PDFs | 136 | 149 |
| Long-Document Summarization | 154 | 169 |
| Short-Form Summarization | 121 | 122 |
| Blog Post Writing | 136 | 145 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →
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