head-to-head
Google: Gemini 3.1 Pro Preview Custom Tools vs ByteDance Seed: Seed 1.6
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-05-01.
| Google: Gemini 3.1 Pro Preview Custom Tools | ByteDance Seed: Seed 1.6 | |
|---|---|---|
| Vendor | bytedance-seed | |
| Quality Score | 100 | 100 |
| Input Price | $2.00/M | $0.25/M |
| Output Price | $12.00/M | $2.00/M |
| Context Window | 1,048,576 | 262,144 |
| Max Output | 65,536 | 32,768 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
Who wins by task?
| Task | Google: Gemini 3.1 Pro Preview Custom Tools | ByteDance Seed: Seed 1.6 |
|---|---|---|
| SQL Generation | 132 | 131 |
| Code Review | 132 | 126 |
| Code Completion | 117 | 128 |
| Code Refactoring | 136 | 127 |
| Bug Fixing | 136 | 130 |
| Unit Test Generation | 124 | 121 |
| Code Documentation | 129 | 126 |
| Regex Writing | 117 | 119 |
| CI/CD Pipelines | 120 | 117 |
| CSV / Spreadsheet Cleanup | 132 | 128 |
| ETL Scripting | 128 | 122 |
| JSON Extraction | 121 | 131 |
| Bulk Data Labeling | 117 | 129 |
| OCR / Document Parsing | 131 | 128 |
| Table Extraction from PDFs | 131 | 128 |
| Long-Document Summarization | 136 | 129 |
| Short-Form Summarization | 113 | 123 |
| Blog Post Writing | 120 | 119 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →
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