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inclusionAI: Ling 3.0 Flash VL vs Google: Gemini 3.7 Flash (batch)

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

inclusionAI: Ling 3.0 Flash VL Google: Gemini 3.7 Flash (batch)
Vendorinclusionaigoogle
Quality Score100100
Benchmark Score38.665.5
Input Price$0.06/M$0.38/M
Output Price$0.18/M$1.88/M
Context Window131,0721,048,576
Max Output32,76865,536
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio-✓
Benchmark Scores
ai_index40.564.4

Who wins by task?

TaskinclusionAI: Ling 3.0 Flash VLGoogle: Gemini 3.7 Flash (batch)
SQL Generation 133 141
Code Review 128 144
Code Completion 127 132
Code Refactoring 126 146
Bug Fixing 132 148
Unit Test Generation 123 131
Code Documentation 124 137
Regex Writing 124 126
CI/CD Pipelines 119 127
Frontend Component Design 126 129
Data Analysis 130 133
CSV / Spreadsheet Cleanup 124 136
ETL Scripting 122 137
JSON Extraction 132 131
Bulk Data Labeling 129 129
OCR / Document Parsing 127 134
Table Extraction from PDFs 127 134
Long-Document Summarization 128 148
Short-Form Summarization 126 126
Blog Post Writing 121 129

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

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