head-to-head

ByteDance Seed: Seed-2.0-Code vs Google: Gemini 3.6 Flash (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-27.

ByteDance Seed: Seed-2.0-Code Google: Gemini 3.6 Flash (batch)
Vendorbytedance-seedgoogle
Quality Score100100
Benchmark Score-56.1
Input Price$0.50/M$0.38/M
Output Price$3.00/M$1.88/M
Context Window262,1441,048,576
Max Output131,07265,536
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio-✓
Benchmark Scores
ai_index-56.1

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Gemini 3.6 Flash (batch) costs $0.84 and Seed-2.0-Code costs $1.25, so Gemini 3.6 Flash (batch) is about 1.5 times cheaper for the same work.

Gemini 3.6 Flash (batch) 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 3.6 Flash (batch) offers audio input.

Across the 20 tasks where they differ, Gemini 3.6 Flash (batch) on 20 (SQL Generation, Code Review, Code Completion and others).

Seed-2.0-Code was released in August 2026 and Gemini 3.6 Flash (batch) in July 2026.

Pick Gemini 3.6 Flash (batch) if you need lower cost, 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?

TaskByteDance Seed: Seed-2.0-CodeGoogle: Gemini 3.6 Flash (batch)
SQL Generation 130 140
Code Review 126 142
Code Completion 128 132
Code Refactoring 127 145
Bug Fixing 130 146
Unit Test Generation 121 130
Code Documentation 125 136
Regex Writing 119 125
CI/CD Pipelines 117 126
Frontend Component Design 122 128
Data Analysis 124 132
CSV / Spreadsheet Cleanup 128 136
ETL Scripting 122 135
JSON Extraction 131 131
Bulk Data Labeling 128 129
OCR / Document Parsing 128 133
Table Extraction from PDFs 128 133
Long-Document Summarization 129 146
Short-Form Summarization 123 126
Blog Post Writing 118 128

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

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