Thinking Machines: Inkling vs Google: Gemma 4 31B
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| Thinking Machines: Inkling | Google: Gemma 4 31B | |
|---|---|---|
| Vendor | thinkingmachines | |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 53.7 |
| Input Price | $1.00/M | $0.20/M |
| Output Price | $4.05/M | $0.40/M |
| Context Window | 524,288 | 262,144 |
| Max Output | 471,859 | 16,384 |
| Tool Calling | ✓ | ✓ |
| Structured Output | - | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
| Benchmark Scores | ||
| ai_index | - | 48.4 |
| ai_index_agentic | - | 23.8 |
| ai_index_coding | - | 71.7 |
| eqbench | - | 57.5 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Gemma 4 31B costs $0.30 and Inkling costs $2.01, so Gemma 4 31B is about 6.7 times cheaper for the same work.
Inkling reads up to 524,288 tokens at once, roughly 786 pages of text, against about 393 pages for Gemma 4 31B.
Only Inkling offers audio input; only Gemma 4 31B offers structured output and video input.
Across the 20 tasks where they differ, Gemma 4 31B on 20 (SQL Generation, Code Review, Code Completion and others).
Inkling was released in July 2026 and Gemma 4 31B in April 2026.
Pick Inkling if you need long documents or audio input; pick Gemma 4 31B if you need lower cost, structured output, video input or the stronger all-round task scores.
Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.
Who wins by task?
| Task | Thinking Machines: Inkling | Google: Gemma 4 31B |
|---|---|---|
| SQL Generation | 125 | 156 |
| Code Review | 128 | 152 |
| Code Completion | 119 | 131 |
| Code Refactoring | 132 | 151 |
| Bug Fixing | 136 | 160 |
| Unit Test Generation | 116 | 143 |
| Code Documentation | 131 | 137 |
| Regex Writing | 119 | 131 |
| CI/CD Pipelines | 116 | 135 |
| Frontend Component Design | 118 | 138 |
| Data Analysis | 120 | 152 |
| CSV / Spreadsheet Cleanup | 121 | 145 |
| ETL Scripting | 124 | 143 |
| JSON Extraction | 111 | 143 |
| Bulk Data Labeling | 116 | 133 |
| OCR / Document Parsing | 123 | 140 |
| Table Extraction from PDFs | 123 | 140 |
| Long-Document Summarization | 137 | 149 |
| Short-Form Summarization | 115 | 129 |
| Blog Post Writing | 121 | 133 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →