head-to-head

Qwen: Qwen3.8 27B vs ByteDance Seed: Seed-2.0-Code

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-30.

Qwen: Qwen3.8 27B ByteDance Seed: Seed-2.0-Code
Vendorqwenbytedance-seed
Quality Score100100
Benchmark Score55.6-
Input Price$0.42/M$0.50/M
Output Price$3.00/M$3.00/M
Context Window1,000,000262,144
Max Output131,072131,072
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index55.6-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Qwen3.8 27B costs $1.17 and Seed-2.0-Code costs $1.25, so Qwen3.8 27B is slightly cheaper for the same work.

Qwen3.8 27B reads up to 1,000,000 tokens at once, roughly 1,500 pages of text, against about 393 pages for Seed-2.0-Code.

Across the 19 tasks where they differ, Qwen3.8 27B scores higher on 19 (SQL Generation, Code Review, Code Completion and others).

Pick Qwen3.8 27B if you need lower cost, long documents 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?

TaskQwen: Qwen3.8 27BByteDance Seed: Seed-2.0-Code
SQL Generation 140 130
Code Review 142 126
Code Completion 132 128
Code Refactoring 144 127
Bug Fixing 146 130
Unit Test Generation 130 121
Code Documentation 136 125
Regex Writing 124 119
CI/CD Pipelines 126 117
Frontend Component Design 128 122
Data Analysis 132 124
CSV / Spreadsheet Cleanup 135 128
ETL Scripting 135 122
Bulk Data Labeling 129 128
OCR / Document Parsing 133 128
Table Extraction from PDFs 133 128
Long-Document Summarization 146 129
Short-Form Summarization 126 123
Blog Post Writing 128 118

Scores reflect capability match + benchmark data + pricing for each task. Methodology →

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