DeepSeek: DeepSeek V4 Flash Vision Exp vs ByteDance Seed: Seed-2.0-Code
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-06.
| DeepSeek: DeepSeek V4 Flash Vision Exp | ByteDance Seed: Seed-2.0-Code | |
|---|---|---|
| Vendor | deepseek | bytedance-seed |
| Quality Score | 100 | 100 |
| Benchmark Score | 57.7 | - |
| Input Price | $0.22/M | $0.50/M |
| Output Price | $0.65/M | $3.00/M |
| Context Window | 1,048,576 | 262,144 |
| Max Output | 262,144 | 131,072 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | 57.5 | - |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, DeepSeek V4 Flash Vision Exp costs $0.38 and Seed-2.0-Code costs $1.25, so DeepSeek V4 Flash Vision Exp is about 3.3 times cheaper for the same work.
DeepSeek V4 Flash Vision Exp 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 Seed-2.0-Code offers video input.
Across the 20 tasks where they differ, DeepSeek V4 Flash Vision Exp scores higher on 20 (SQL Generation, Code Review, Code Completion and others).
Pick DeepSeek V4 Flash Vision Exp if you need lower cost, long documents or the stronger all-round task scores; pick Seed-2.0-Code if you need video input.
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 | DeepSeek: DeepSeek V4 Flash Vision Exp | ByteDance Seed: Seed-2.0-Code |
|---|---|---|
| SQL Generation | 140 | 130 |
| Code Review | 142 | 126 |
| Code Completion | 133 | 128 |
| Code Refactoring | 145 | 127 |
| Bug Fixing | 146 | 130 |
| Unit Test Generation | 130 | 121 |
| Code Documentation | 137 | 125 |
| Regex Writing | 125 | 119 |
| CI/CD Pipelines | 126 | 117 |
| Frontend Component Design | 128 | 122 |
| Data Analysis | 132 | 124 |
| CSV / Spreadsheet Cleanup | 136 | 128 |
| ETL Scripting | 136 | 122 |
| JSON Extraction | 131 | 131 |
| Bulk Data Labeling | 129 | 128 |
| OCR / Document Parsing | 133 | 128 |
| Table Extraction from PDFs | 133 | 128 |
| Long-Document Summarization | 147 | 129 |
| Short-Form Summarization | 126 | 123 |
| Blog Post Writing | 128 | 118 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →