ByteDance Seed: Seed-2.0-Code vs Google: Gemini 3.5 Flash
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| ByteDance Seed: Seed-2.0-Code | Google: Gemini 3.5 Flash | |
|---|---|---|
| Vendor | bytedance-seed | |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 84.2 |
| Input Price | $0.50/M | $1.50/M |
| Output Price | $3.00/M | $9.00/M |
| Context Window | 262,144 | 1,048,576 |
| Max Output | 131,072 | 65,536 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | ✓ |
| Benchmark Scores | ||
| ai_index | - | 82.8 |
| ai_index_agentic | - | 61.8 |
| ai_index_coding | - | 100.0 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Seed-2.0-Code costs $1.25 and Gemini 3.5 Flash costs $3.75, so Seed-2.0-Code is about 3.0 times cheaper for the same work.
Gemini 3.5 Flash reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 393 pages for Seed-2.0-Code.
Only Gemini 3.5 Flash offers audio input.
Across the 20 tasks where they differ, Seed-2.0-Code scores higher on 3 (Code Completion, Bulk Data Labeling, Short-Form Summarization), Gemini 3.5 Flash on 17 (SQL Generation, Code Review, Code Refactoring and others).
Seed-2.0-Code was released in August 2026 and Gemini 3.5 Flash in May 2026.
Pick Seed-2.0-Code if you need lower cost; pick Gemini 3.5 Flash if you need long documents, audio 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 | ByteDance Seed: Seed-2.0-Code | Google: Gemini 3.5 Flash |
|---|---|---|
| SQL Generation | 130 | 168 |
| Code Review | 126 | 164 |
| Code Completion | 128 | 119 |
| Code Refactoring | 127 | 162 |
| Bug Fixing | 130 | 176 |
| Unit Test Generation | 121 | 152 |
| Code Documentation | 125 | 141 |
| Regex Writing | 119 | 133 |
| CI/CD Pipelines | 117 | 143 |
| Frontend Component Design | 122 | 145 |
| Data Analysis | 124 | 167 |
| CSV / Spreadsheet Cleanup | 128 | 153 |
| ETL Scripting | 122 | 152 |
| JSON Extraction | 131 | 138 |
| Bulk Data Labeling | 128 | 124 |
| OCR / Document Parsing | 128 | 146 |
| Table Extraction from PDFs | 128 | 146 |
| Long-Document Summarization | 129 | 157 |
| Short-Form Summarization | 123 | 121 |
| Blog Post Writing | 118 | 138 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →