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inclusionAI: Ling 3.0 Flash VL vs ByteDance Seed: Seed 2.1 Turbo

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

inclusionAI: Ling 3.0 Flash VL ByteDance Seed: Seed 2.1 Turbo
Vendorinclusionaibytedance-seed
Quality Score100100
Benchmark Score38.6-
Input Price$0.06/M$0.50/M
Output Price$0.18/M$2.50/M
Context Window131,072262,144
Max Output32,768235,929
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index40.5-

Who wins by task?

TaskinclusionAI: Ling 3.0 Flash VLByteDance Seed: Seed 2.1 Turbo
SQL Generation 133 130
Code Review 128 126
Code Completion 127 128
Code Refactoring 126 127
Bug Fixing 132 130
Unit Test Generation 123 121
Code Documentation 124 125
Regex Writing 124 119
CI/CD Pipelines 119 117
Frontend Component Design 126 122
Data Analysis 130 124
CSV / Spreadsheet Cleanup 124 128
ETL Scripting 122 122
JSON Extraction 132 131
Bulk Data Labeling 129 129
OCR / Document Parsing 127 128
Table Extraction from PDFs 127 128
Long-Document Summarization 128 129
Short-Form Summarization 126 123
Blog Post Writing 121 118

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

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